{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from do_not_src.Week_3_2.testCases import *\n",
    "import sklearn\n",
    "import sklearn.datasets\n",
    "import sklearn.linear_model\n",
    "from do_not_src.Week_3_2.planar_utils import plot_decision_boundary, sigmoid, load_planar_dataset, load_extra_datasets\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "np.random.seed(1) #设置一个固定的随机种子，以保证接下来的步骤中我们的结果是一致的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, Y = load_planar_dataset()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7efc7f136790>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fk+JvJqxba6Zs+Jjjm/d7dOKyxYRsVjGFBFT+GzPvRcOJNyBqHFqRJMkPWA1YTow3Twgxo6bjGtQeTquNlIV/usU+ha5TlHyMwqQ0Qju0rCfrKoi7ajgJz36OVm53WVRV/cz0erZitpq5eid/XPNihXSAVLHIOvjjB2l/0yX1ZfZZKTyQhiYrHG8Wi1DOELSSZcqCwih0nqPQ1TnQ96XbaTlxIAc+/xl7QQlxVw4n7pqRFY7dy01YMZsYPe9FnKVWFIuJmDHxKJYayusa+BRfxMhtwBghRIkkSSZgrSRJS4QQG3wwtkEtUFVRjqwq2POqLhKpCxSLmSnrP2LdPe+S9ttmEBDesy1DPnmY0I6tsGblsWzyM26LpOvufZ/QzrGVOdMNjcAWUVgPZXvdLwmd8OG9a9WGpkO60XRIN7ftMaN7k7Fim1tKp2wxETOmN/KZNx6DBkONHbmoCLKf7NNlOvHPEJVuwJjDgwmIiaTkaJbbPqHphPdsGN3VA2IiGffTq2g2O0LTXcrRk75e6jEDQyu3s/vduYya/XxdmnpWbOUO1q06zMHxUyheuRmT3Ybd30PapCwzesZ1dW8gMORfj7Bo4P1oZeU4y2zIZhOySWHU7L8ZTryB45OsFUmSFCABaA98LITY6OGYu4G7AWJjY8/cbVCHSJLEoI8e5I9rX3KZnasBfvR55XaPhST1iafH+OKDGR4X7RCCooMZdWBV9SnIK+PFJ5ZQVmLHZnMixXVBCJA0zSW8oqAz7cquRHaqn7BWcJsYrk76muT/LCV7/W5COrSk412TCWrluWOUQcPBp1krkiSFAT8AfxVC7PJ2nJG10jDIXL2TrS/MomD3EYJaN6XXczfS+ophQEVWy9Ef1uIoLCVmbHyD06RO+s9v/Hn3ux6bKrSYNJBLFr9WD1Z55qO3VpOwPgX9DHEq2ekgsCifsqBQ/KylxPsVc9eSv9WTlQaNgTrRIxdCFEiStBKYCHh15AYNg2YjejJp5Xtu21MXr+eP6S8jyRK6U0NSZGKnDmHEf59pMI/YraYORjg9V3zmJhxoMJrmQgi2bUx1c+JQkXLYZv82InIqniAskfWrXVKWmcfWv33B0R/WIskyba4bTZ+XbjO0yBsBNU4/lCQp+sRMHEmS/IFxwL6ajmtQP9jyi/lj+stoVhvO0vJKLfLUxes58Pkv9W1eJSWHM1EDvWu9lGe7a73UF56c+EmEdOonGNAiqi7M8Yi9sIRF/e4l+etl2PNLsOUWceCzn1k08H6cnkJYBg0KX+SRxwB/SJK0E9gMLBNCLPbBuAb1wNH5q5E8NBpwlpaz9+Mf68Eiz1giQ7xqvQBeBb3qGkmS6B4f4zGzT0gSYbkVC85qgF+tFAFVl/2f/Ywtv8TlPdXtTqwZuRye83u92WVQPWrsyIUQO4UQ8UKInkKI7kKIl3xhmEH9YCsoRffSzNde4N40ub4IjmtGeM+2bh1yZLNK7NTBmLzM1uuDG+8cQECgGZOpwlZJAkXX6Lx/C36BFhQ/Mz2euq7edEts+cUk/2epx7RUZ2k5x5Ya61kNHUNrxcCFmDG9Kzqvn1EsJKkKLS8dUE9WeWbMvBdZMvpRrNn5CE0gSRDaJZYh1dB6qUtyc0qIjAokLaUA1SQTGxfOTXcPIKR4CPb8EqL6dXTTbq9tyjJySf56KWm/biZ73S6vYlqSqhgVnI0Aw5EbuBDVpyMtJvTn2G+bK5sVSKqCKSSAXs/9pZ6tcyWwZTRX7f8PGSt3UHLohNZLDWQCaoPEbel8OHMldntFyELXBWkpBaxffZi/3NG/XmxK+3UTf1z9IrpT8yoRfBLZpNLxrsl1ZJnB+WKIZhm4oWsa+/75E/s+WYijyEqLif3o/cLNBMU2rW/TGh1P37+QjGPuXexVk8x7n19FSGjdyvA6y+3MaXoVjuJq9GeVYPisJ2l/84TaN8ygWtRJ+qHBhYGsKHR94Aq6PnBFfZvSKHEUl7HpiX+T9N/lZIyd7lHDxGRSOHoojx7xzevUtmNLNlZbXEzxs9BkaI9atsjAFxiO3OCCRNc0MpZvpSQlm4je7epMe0UIwS9jHiMlpZDyoEgkzYlQ3bXFdU3U+WwcIPHt76vM9jkdSZE9V88aNDgMR25wzuTvOszxLfsJaBFFzJj4BlMkdJKig+n8OuZR7AUl6JqOJElExLfnkl9e99q5yFfs/nETv4Z3p7ypP5IQCFkBXT/RdacCSYKIqABi24TXqi1nUp5TwPGEA9U+Xg30I6yLIafRGDAcuUG10Wx2Vlw5g8xVO5AkCUmWMYUGMHH524R2bFXf5gEVM+Ll056j9Njxyq5FAMc372fjwx8z7PPHa+3cui7495wDlPkFuThudB00DQWBKdCPoBALj70wps4XZUtSs1H9zDjOssApyTKyn4lhnz/e6Bp3XKwYjtyg2iQ89yWZf2x3edx2lFhZNukZrkr6pkFkixTsPkJpSnalEy8OjeRQlz4UhUezLtVO6cLdjJ/aFdlD0VNNObAnm3JNcnXiALKMqbyM3rZ0xr52H526Na2V85+N4LbNvWapKAFm2l43hrztBwnrFkf3x65pcPo6Bt4xHLlBtTnw2WL3mKkQWLMLOL55P9ED6l8DvPx4YUUePFAUFsW2IRMQigqShGYyM2dWAof2ZXHfU2N8fu783LKKc3vQgNFMFqbeM57WPZr5/LzVxRwSQETvduRs2OuyvaKq9Hp6PXdjPVlmUFOM5yaDaiGEwFFS7nGfZrOTt+NgHVvkmcj49ug2BwDJXftVLDSe9qSgI7FhXSqHtxzy+bnj2kd41VWJDlYqlSXriw0PfUTeTvfrjr1iGD2fbVg1AgbnhuHIDaqFJEmEd2/jcZ9waGx67J8U7EupY6vcMYcG0eOp61AD/SiO8NblXeLHmb7vixnTIpTuvWMwm10Xf01mhVufHufz850L1ux8kr74pbLI63RyNu5pEGExg/PHcOQG1Wbg+/+H4ue5V6OzxMqWpz6tY4s80/uFmxnyz4cB784pLb12dGPuf2IE4yZ3ws+/ImrZolUoDz0ziq49Y2rlfNUlb/tBZC99NosPZnjV1zFoHBgxcoNqEzM6nnY3jvMqZ5u+fGsdW+QZSZJod+N4Qn/9HwUlnnOm/R3W8x5fCEHyf5ay8/X/Yc3II7xHG/q+egfNRvbCZFKYfktfpt/SF10X9bKo6Qn/mAiv+eNqgKVyXcGgcWLMyA3OiSrbqDUMn1XJZdf3BuEuBiXrGvE9vIVdzs7WF2ax4YEPKTqQhqO4jOx1u1k66RmO/bbZ9TwNxIkDRPRoS3DbGDe1SMXfQuf7phmhlUaO4cgNzgnd7vC6L7hN/YYPzmTEhM60bhaArJ0IGwiBrDloWZTF5LdvOa8xbfnF7H5nLs4y14VfzWpjw8Mf19TkWmXc4tcI6dACNcgPU0gAip+ZlhP70+eV2+vbNIMaUuPQiiRJrYCvgWaADnwqhPigpuMaNExiRvfm+KZ97jFVWaLTvVPrxygvqKrMjE+uYu2iRFb9sAPKyxk0oAVj7v8Lqt/5NZjO3ZqEbDF5LF0vTjqGs9yO6mUdob4JatWEK3bP4vimfZSm5RDRuz0h7epW68WgdvBFjNwJPCaE2CpJUjCQIEnSMiHEHh+M7UJOVgmZ6UU0jQmmSTOjj2B90OX+y9j78Y8VTSZOKmcqMgHNIuhwa8NTyVMUmZGX92Lk5b18Mp5fVKjXWLNsUVHM9bvsVJ5TQFlmHiHtmqMGuGu5SJJE9MAuRA/sUg/WGdQWNf7WCSEygIwT/18sSdJeoAXgM0duK3fwydtr2L0jE9Uk43TqdOrWhAeeHIm/v7sgkUHt4d80gikbPmbjgx+RvjwBSZaJGdeH4LYxrLnlDaIHdaHjHZMu2Ia94T3bEtgymsKkNBcJAMXPRLubxtdbSbu9sIRVN80kfVkCitmErmn0ePI6ej9/kxH/vgjwqR65JElxwGqguxCi6Ix9dwN3A8TGxvY9evRotcf917tr2bI+BYfj1ExINcn07teSvz410geWG5wPQgjSlyew4ooXECeaFCgBFlR/C1PWf0RI+xb1bWKtcEqUqxSh6QgEUf07c8nPr3mcBdcFv4x6hJwNe13WMNRAP/rOvNOQIz6BrgsK8sqw+JkIDPIe/rKVO8jNKSMswp+AwIYVJqt1PXJJkoKA+cDDZzpxACHEp8CnUNFYorrjWsvsbF5/FKfDNfvA6dDZviWNkmIbQcHnF+88icOhsfD7RFYtTaK83EHHLk2YfmtfYuPqVp2usSF0nVV/ec2lyEQrs6GV2/nznne5dMU79Widb3GUWNn/2c8cnrsSzWpHDfRH6IKQ9s3p9ti1xE4ZXG+2Fe5P5fjm/W4L0c7Scra98BVd7r/8gp6VO5062zalkrz/OFHRgQwe0YagEFefsGX9Ub75dDOlpXaELujcoyl3PzSU0LBTapi6pvP9N9tY8ct+ZEXC6dQZNCyOW+4bhCTB4vm7WLk0CbvNSbdeMVxzUzxNY0Lq+nI94hNHLkmSiQon/q0QYoEvxjxJUaENRZHdHDlULGYVFZTXyJELIXjvld85sDcHx4l2XLu2Z5D09K+8+NYkmrcKrfL1DofGupWHWL/6MKqqMGJce+IHtKS02EZAkMWtyu9CIjchCd3mQa9aF2StSWywC39CCDJXbqdwfxqhnVrSbGSvKkMijuIyfoy/m5KjWXBGb0trVj6522cyddMnhHZoWdume6Qo+RiyWfXYPNleUMLGhz9m0AcP1INltU9JkY2XnlpCQb4VW7kTk0lmzlcJTL6yG5Ov6o7ForJvVxb/fu/PynZ7AHt2ZvLas0uZ+dG0yjTRH+bsYPkv+3DYT33GG/88itOpU5Bv5eCB45U+YsuGVHZtz+Dl96YQ3bRu+616whdZKxLwBbBXCPFuzU1yJTIqwGt6stAhqklgjcY/lJRL8r5TTvwkdpuTBbO3c99jw9mw+ghrfk9G12HoqDYMHdUW1aRQUlzOjMd+Ie94WaXGxp6dFXnW8ol83RFj23H97f0wmS48hy503WP3m1MH1H0bwbNhzcpjyZjHKE3NQWg6kiIT2DKKib+/S0CzCI+v2fHG/yg5VPG5lgaFktKhJ0Xh0VisJcQmJxJxPJMtT33K2AUv1eWlVBLaObbKtNADn/9M53unEtaldR1aVTd89o91ZGUUV/7tODHhW/h9Ir/8uItRl3Rk1dJkFycOFY09CvLK2L0jgx7xzXE6dX7+YTea0/U767BrbF53FEWVXXyE0AW2cieL5iVy+/319zR2El/MyIcCNwGJkiRtP7HtWSGE5/K/c0Q1KUy9pgcLv9+J3XbqjTRbFCZd0RWzpWaXkLwvB82D0JEQsG93Fm/OWM6hpOOV5z6cfJyli/cxcnw7Fny7A6vVNQ1P08SJ/1Ycv2LJAbZuTOWW+wbSpXsz/PxN5GQV8+N3O9mzI5OAIDPjp3RmxNj2DaqApDpE9euE5KmpxInMCNW/ZiGv2mDVjTMpSj6GOG29pSg5ndU3vsbE5W97fM2Bzyq+ykVhkWwfMhFdVkCWsQaFUBQeTds9CajLEurEfk+EtGtOs5G9KgqSPNw7dadGyk/rGqUjz80pZfuWNGRZIr5/S8IiAir3ZWUUsX1zmtfXOuyCZYv3e93vdOocSy2gR3xzdu9Id3Pip3O67zmJrgv27Mys5pXULr7IWllLLdf0Tb6yG37+Kgu/S6S4qCKUMvXqHlwyteayqSGhfqheQjelJXb27cpy2Wa3aaQdLeB/XyRUe8KZn2flg9dWoqoyEy/rxvJf9mErd6DrkJdbxrefbyZ5bw53PjikxtdTl8iqwoivn+aP6S+h250Ip4biZ0bxMzP000ex5ReT9NVv5G1PJrx7GzrcNhG/qKpDVbVJ+fFCstYmujhxAOHUyPpzF9bsfPybuK+LOE+oPib1GIR+Rts2XTVxqGs/Wm/Jrj3Dq8HouTP4ruV0HIXuGjKSLCM3whL8hd/vZNHcXRUPfRJ8+/kWpt/Sh/FTKn73i+btqtH4qkmm2YkY95oV3tU7T07OPKEoMpqmoyj1W1vZKLRWJEli3KTOjL20E5pTR1Flny3e9BnUiv/8e6PHfXoVH+C5Rg2EqHjs+3nBLoF1f+oAACAASURBVHQhXGZOdpvGhrVHmHxVN2Ja1J+jOx9aTR7EZQn/Zs9HP1CUlEaTwd3ofO9UbLlFzI27Aa3cju5wovib2fHqf5n4+ztE9elYL7baC0uRVaVS5vZ0ZJOCvaDEoyMPat2U/P2pFIdFeRxXEjpBV1/ic3vPBVOgP73+diNbn5+FfkaxkiRJtL5qRD1ZdoqiAisrlyWTkVZIXPtIho1u5zV75MCebBbP3+WSqQbwv1lbWDR/F+VWB7ruPvmqLpIEAYFmevSpKIjKzTk/EbXcnFIeum0ejz4/hrYdPH8/6oJG4chPIkkSqo9jzRaLyuMvjOXdV35H1wQCgd2medWVrinexpWAvYlZxLQIxWZzsmzxXtb+fgghYMjINrRsHcaC2TtITy0kKNjChKmdmXRFt8pYfH0S2qkVg//xYOXfTquNeR1uxllySphKs9rRrHZWTn+Zqw58XS9ZFEGtmyJbTFDqrqsum0wEt/Vc5djnldv5Y/pLSEJHSO7fP0mR6X73RJ/be650uf9yji5YQ37iYZwlViRFRjabiP/7LQTH1V9DC4CDB3J484XlaJrA4dDYvD6FH2bv4G+vT6RlbJjb8SuW7HeLa0PF5Kow//wFz04S3TSIp1++pHIm3alrE44ezkdzntvNweHQcDg03pqxnA9mXV3jUO/50qgceW3RvnM0H866ml07MigrtbN00V4OJ+fVqQ2yLOEfYMLp0Hj1md9ITyusXFxZODcRTdMrZ/FFheUsnJtIVmYJdzxQ/wstZ7LxoY9dnPjpFB9Kpyj5WL1keMiqwoB37mP9/R+4pEwqARb6v32P1/BD6yuG0e2hK9mzOoWcprGIM9YFgqKCad+9/kvdVT8zk1a9T+ri9aQsWoc5NIgOt06o95ZtQgg+eWsN5eWn1pMcdg2HXeP5hxdzzyNDGTTcVeu+uNjmMd7vCxRF4q4HhxIZfSpR4pJpXVm5LBnrab8zSfaoueYRXRds3ZTqdh11Rf1P5xoIqkmhd7+WDBnZltZtI2t14dHTZFQA8f1bsnldCpnpRS4r5JpTd/tS220a61cdIj+vrNbsPF8OzV7hfaeAjD+2e99fy3S4ZQKjv59BVL9OmMOCiOrXidHfz6DjbZd6fY0kSQx4+z4e/fIWwoNNnKzCt1hU/ANMPPzs6AazUC2rCq0vH8bwL55k4Lv/V+tOvKiwnKyMYnTNu8fLSCuiuMg9NRIqHODnH67jwF7XNYbe/VpitlT/6dviV/1jwyMD6NDFVf0yIjKAF964lK49miFJFc6+/+DWdO7etMrErJPY7E7+869N3HP9HN55eQUpR/KrbY8vuOBn5NmZxWRnFtOseQhRTaqX7zlhWhfWrTrkcaX6bJgtCoOGx7Fu5WE0TXeLpZstCnFtIzlyKBfNKVBNMgh48OmR+PmbSNiYgq28eiL/qknh6ME8wk9bya9vhBBuyoBnYjteWEfWeKbVpIG0mjTwnF4jhMAeEMw9z46jqNDKsZRCIqICGDAs7qKUicjPK+OTt9aQvD8HSaq42XXrHcPkK7rRsWsTl9CZpulVpkM4HDqL5+3i0edP9VEdMbYdSxftJT+3DOdZwh1BwRZuvmcATofOhrVH2LUtvTKEeXJWrSgSiiITFuHP4zPGeQztNW8VylMvjUfXReU1ZaYX8fcnfsFu1zwmRJxE6FBWWrE2sTMhnT07Mnl8xhi69IihqMDKrh0ZqKpCjz7Na+X7csE6cqvVwUdvrGL/nmxUtSIrpXt8DP/32PCzxrGatwzlwadH8dkHf2K1Orw6dIufyrAxbdm9I5OignLadojk6hvjadM+kum39GVHwjHWrDjIgT1Z6DrEtgnnprv706FzEw4lHWff7iyCgiz0GxxbWQocGGRGkqq3mKrrgtBwf6/78/PK2LMzE4ufSo/45ljqIH4nSRKRfTuSu+WAx/2yn4mgeo7XnitHD+XxwcyVlBTbkGUJXRdcf1tfRo7vUN+m1Qu6pvPSE0vIyz39aVCwY8sxdm/PoEef5jz41MjK9ZsWsWFYLGqVE5SMY643dz9/Ey++PYlF8xLZuPYoEoLSUofbGGazwvgpnRk4LA6AoaPb4nBo6JpOUWE55VYnfgEmUg/nExruR9sOUWddnzn96apZ8xBmfnQZH8z8g8NJudVOcnA6dd6YsZyho9qxcc1hFLXivdA1wV0PDWHA0LjqDVRNfKq1Ul369esntmzZUqvn+OC1lezceszlbm4yKQwc1pq7HhparTF0XZCeWsDKpUmsWp5c6dBVVcbip/L3dyYR3fTs4lC6pqProloLtQcPHOf155ee9WlAkiWaxQQz8yP3pgBCCOb9dxu//bQPRZHgxI3hr0+NpEe8eyw381gR8/63nb07MwkINDFuUifGT+583gupWX/u4tdxj3vMDrFEhXBtyncNouIzf/cRjsxbhdB1Wl8+jMh4d8dcbnXwyJ0LKmdbJzFbFB792xi69GhcN6XqUFhgZdvmNIQu6NW3BRFRrkV3O7Yc471Xf/fq1CwWlRvv7s+Ise0rtyVuS+f9V//wOLuWJOgzsBUPPj2qSrvSjubzxgvLsdudCFHx++zZpwX/9/hwVLV2o8T33/w9JV7CQ5IsIc4hOcJsVnjtH9POqyLUm9bKBenIi4vKefiO+R4fhUwmmXe/uApFlgkINCFJEna7RsqhPPz8VVrEhnm8YyduS+fXn/ZQmG+le68YJlzWtdZCGgu/28miebuo/GykilX241mlKKqMEIKwcH+eeHGcxy9DwoYU/v3eWmxn3AzMFoV3Pr2SkNBTwk6Zx4qY8fjP2MqdlT9Mk1mmZWwYkdFBNGkWzLhJnVwWhqpDzuZ9rLnlDQr3pYAsIZtUAltGM27hy4R1jTunsWqDhL99ye735qI7NIQuUPxMtL/5EgZ//JDL57/yl71889lmnML9O9G9dwxPvFi/TZV9zYol+5n9ZQJyRcQPoQumXtODy67tWXnMvG+3sWhu1TncbTtGMeNN13WH1CN5vPTUr26TFLNZ4bmZE4hrF3lW+zRNZ9f2DIoKymnXMeqsEhq+4u7rZnt8ojCZZEByS5OsCkWVmXJlN668ofc521HrolkNiYI8a2U45Uw0TfDQbfOQkIiMDqBXvxasXn4QWZLQNI2AQAs33NGPAUNbu/yge8Q39zibrQ0um96TQSPasHVjKkII+gxoRbMWIeRkFXPkREy8XSfvj4i//bTXzYlDxax849ojjJ98qpBq/v+2uzhxAIdd53ByXmXmzpKFe7j74aEMGVH9Ffno/p25cs8snFYbuduSMQX7E969TYMQb8rZuJfd789Ds56aZWtlNg5+s4zYaUNoOXFA5fZNHy7CaWnmMcabk1VSF+bWGWkpBcyZleDmlBbP30Xnbk3p1K0pgIvQlDfsNnen1yougjc+vozPPqhY3JQkCA0P4Nb7BlbLiUNFAU6vvnWvqtm9VwxbN6W6PYXoQmA2K+fkyLUT2i2+5IJ05E2aBXnN1z61XZCdWeJWwmu3W/nk7TXM/3a71xlvXdA0JphLL+/qsi26aXC1QjmFhZ4XGx12jaIC1317EzPPGvcTuuCz9/8kvn/Lc16oUf0tNB3S7ZxeU9skffWrS4efwvBo0tp0weHnT96n67hzWC8Cgywc37IfZX8yStdINJNrKEgSOm3aV8/5NBZWLUvyGPqw2zVWLDlQ6chHjmvPt59v9vq9UVWJAUM9ywFERAXy1MvjKS2x47A7CQ33bxA397Nx7S192JOYid3mrKz0tFhUxk/pRJ+Bsbz67G/VzkG3+Kl07enbkNwFmX5o8TMxcVqXc0pfOpPszGLefHE59RF6qindejariI2fgZ+fSseuTVy2VVdvWdcFm/6svoZ8Q8ZRYq1sCpHatis7Bl9CTos4CqJi2KGF88xfF1GQV8bxhANEHj+GyV4OuuuMS9J1pl7Toz7MrzWKC8s9T4BERbjyJGaLynW39vWYlqeoMmERAYybVLV8RmCQmbCIgEbhxKFi0fPVD6YycnwHmjUPpmPXJtzzyFCuvjGedh2jeOW9yZgtqsv1mM0yZrPisniqqjKRUYH0GxTrU/suyBk5wJU39CYg0Mzi+bspLbFhtqjYbc5qrzoLAYX5Vg7uP077zuffcb0+mHxld9avPoy1zHEq7m1SiGkZSrderg2Sx03uzNxvtlYr1bKowLePg/VF6yuGk7JwHWV2weEufdCVUz8DTZIpLipn/rfbuaRtNKos02fNzxzoOZjcZq0QSAQWF9Cn8BAtY2+rx6s4N0pL7CRuO0ZpsZ1jKfns2pGJn3/Fwvaw0W2RFZmefVuwdVOax8yQXv1cC7gmXtaVVnHhzP/fdtJTC5EkCA7xY9iYdoyb1KnBNWTwBZHRgdxyr+e01eatwnjj42n88uMedm1PJyTUjwlTuxDXLoL5325n66Y0FEVm8Mg2XHl9L59XqF+Qi52nI4TA6axoQvH5h+sot1YvRxvAP8DEHQ8Mpv+Q1qQcyef3JfvJzy2jW+/mDB/brkHnD2dlFPH919vYtS0dk1lh+Nj2XD69Bxa/M0SfNJ1/vfcn2zalIsBNzvd03vznZV6F9I8czGX18mRKS+zED2hJv0GxPv+y+grdqfHr2MdIPGZnX+d+bkJYUPGk8vF/rub72OuwZuWDEOiSjJAlLH4mBn30IB1uaXg9Sj3x5x8H+eqfGz1+vhaLSq9+Lbj/iRE4HBozHvuZrIziyvUlVZUJDffn1Q+nNujv+8XCRZW14gmnU+eRO+ZRVOg5hcgTJpPCzI+msndnZkXmgrMijdBsUQgMsvD3dyZVa+GnMZCWUsD+3Vls25hC4nZ3ac72naN4/nXP1Y+LF+xi4ZydOJw6QhdY/FSaNQ/huZkT6iR3/XzQ7A5+fHkhv+woxim72xgUbOHjb66lYF8Ky6Y8S3l2AZIio9scdH34Kvq+ekejCAtkHCvkhUd+9qhbchKzReHZVyfQpn0kVquDxfN2sW7VIXRNMGBoay67tqdbx52LFU3Tsduc+Pmb6uXzv+gdOcCi+YnM++/2amk4qCaZvgNbccu9g3jo9nluMxlFkRg8si13NTLp2bOh64K5X2/lt0V70XSBLEn0H9Kaex8Z6jGvPCerhGce+Mnjqn38gJYuhSHnZIemYS8owRwaVGsSrKUldo+frarKjJrQgZvuqsheEUJwfMt+bLlFRPXvhF9k41GonD1rC0sX7atSBE6WJa68oRdTr76wYv6+xG7XmP3lFtb+fhBN0wkJ9WP6rX0ZfA6ZXL7goko/9IafxYTJJLu0cvJGWLg/zVqE8tGbq/Dk+TVNkLA+5YJz5LIsMf3Wvlx1Y3xFP9Qgc5Uhkq0bU/F2Z9y2KY2P317DX58aia4LigqsWPxNVT6iCyFIfHMOO1+fjVZuRzardHv4anq/cBOypyYWNSAwyMxt9w1i1j83oGs6miZQJDCrMp27N0XXBbIsIUkS0f1rrn1fHxTkWc+q5KmoMn4XediktMTGhtVHyM8ro23HKHr3beEyAfnkrdXs2pFRedPPz7Py5UfrMZkVny9cng++6tn5JTAFyBZCdPfFmLVBt94x8HX1HoeOZ5fy8/xdZ9V5uFBRVZmwKsr/TyKEqHIBeefWYyyev4tlP++jtNiOEIIe8c25869DPD6u73j1WxJfn12p16LbHOx+53ucZeUMeOve874ebwwd3ZYIrZQvXvyZnIgYNARlVsG/Xv+DuM5NeerlSxp139XuvZuzef3RKrvfIKD/kMbXPchX7N+dxVt/X1F5MzebFaKbBvHczIkEBpnJTC9yceInsds15n69tUE4cl+lH34F1L8g81lo3jKUISPaVDtuW5UTVxSJfoPr/wOsb3r3b4lUhfKfw66x4H/bKciz4nBoOJ06O7emM/P5pRQWWNm87ig7thzD4dDQ7A4S35zjJrrlLLOx96MfKdif4nP7dafG5lteJTesKcgyyApIEk5J4dD+HGZ9vJ7SEg8Npn2EEILsDXs4Mn81xYczfD7+wOFxVa7jyLLE7Q8MqtZN+0LE4dB488XlOOxaZX643a6RnlbInK8q2velHS1A9RIezMpsGEVhPpmRCyFWS5IU54uxapvb7h9E5x5NWfbzfkqKbOTnlVYr1HI6ZotCULCFa26OryUrGw/NmocwYWoXfl6wy+vM/MxWWZqmk5FWyCN3LMBUOdsVXHpJG8osgZg9aJnrNgcLe91F02E9GPXd8z6LU2eu3E5mYJRHlTIdifWrD7N5fQqXT+/JlKt8+7BZcjSL3y55krKMXCRZQrc7aTVtCCO/eQbZ5Juop9ms8PJ7U5j53G+kpZwSppJlCAn159mZE2ja7OxFZhcqSxft9VgBLgSsW3WIOx4YTGR0YEVXLw+cLndRn9RZjFySpLuBuwFiY+tvJitJEkNGtmXIyLYApKcV8sFrK8nLLUWRZRzOiscnTx+uLEPPvi3pER/DsNHtLvq44kmuuSkep1PzuKhWtXMXaNZT7/MPC5OQB00kuOA43Tf9gcnhmmGk251krUlk+ZTnmLL+I5/YbssrRlcUrzKrQlQ8VSz8fictWoUSP6CVT84rhGDppU9TfDAdcVrLstRF69n296/p+8rtPjkPVGTgvPLBVBK3pbNqaTJWq50BQ1szZGTbeuto01DYtinV676TPiCuXQRNmgVzLKXA5ft9sgF8Q6DOPkUhxKfAp1CRtVJX5z0bzVuG8vrH00hPK8Ra5iAiMoAn7/vR7ThJlug7qBUPPDmyHqxs+Ey/uQ+52aXs2HoMp0NDOeEcQ8P8OJ5d/X6IuqJSGB7NzkFjiV+7BPmMO4HucJKXeIi8xENE9GhbY7ujB3clPOsf0L5qASO7TWPxgt0+c+S5W5MoTc12ceIAmtXG3o9/9Kkjh4oJTM8+LejZp+51ShoKDodGVnoRQcEWwk4I3ilVZESFhlXMtiVJ4vEZY/lw5kpSj+SjqDJOh8aYiR2ZMLVLndh+Ni7u2/EJJEmiRatTfQOvuSmeed9ur8i9FRWpiH5+KtNv6VuPVjZsZEXmgadGcijpOLu2Z+DnrzJgSGsOJefyz3fWnFuTDlmhOCyatZfeQOv9O4g9uMtlwiyrCkVJxwiKa4opqGZl3kGtmtBmcEdSjuwnvXVHj8VBJ8nP9V03JmtGLpKXLBxHYSlCiEaRp94QKcgrY+umNPQTMrzRTYNY/vM+5v53OyDQnDptO0bxf4+PYOCw1iTty/Gok3L6bDss3J8X3ryUrIwiCvKstGwdRmBQw8mtNxy5ByZM60pcu0iWLtpHXm4p3XrFMH5K5wum+Kc2adshyqWbeJ8BAVx3a1++/3obINA0gZ+fSmmJveq0OElCV00c7dQLWddpdXhP5S5HURl/XP1ixR+yRJvpoxnxn6fPO9+85HAG7falEpqbxeFOvSgLiXDrxyfJEu06+q5LemSfDuj2Cr12ARSHRVIcFoW53ErbcMlw4ufJ8l/2M2dWQkVzFmDOrAR69WvOzq3pLpOJpH05vPH8Mma8fSnLFu8nO7O4MrlBliVatg5j/BT32XbTmBCv1c31iU8KgiRJmg2MAqKALGCGEOILb8fXV0FQXZNxrJBF83ZxcH8OkdFBTL6ym4vWSXZmMSlH8omMCiSuXcQF/eN1ODTSUwsJDKrQ4PjbQ4uxWt0bT3hCtZcz9Nc5VXULI3pQV6as+8c52yWE4Ct1fGUwXwAJI6dSGhSKOE2DxWJReeGtSz12fD9f1t71NknfrWJ7j+EUhUeBJCEJgSXIj2dfv5RWceE+O9fFQFpKAS8+/ou7zISEx1IHi5/KY8+PIbZtBEsX7WX96sPIssTwMe0YO6lzg0w7NSo765jDybnM/NtSHHatcuZptihce3MfRl3SgX++s4adCemoJhldE0Q3C+LxGWMbVP/N2iQ9rZA5sxJIPK2/ojckXWfEyvkodhu63btWToc7JzHs08fO2Zb/RV+BLbeo8m+naiK5W3+yW7ZFKCptO0bxlzv7n/eMPPmbZex4+RtK03II6dCCPi/fTuy0Ieiaxj8emM32Y0502dVphEf48+7nVzWYps6Ngc8+/JO1vx+q9vEWi8pf7uzXqFr2eXPkF6SMbUPg6083YSt3ujgpu03ju6+2MntWAolb03E4NKxlDmw2J+mphbz/6h/1aHHd0rxlKI8+P4ZZC27kzr8OJiTUe7zRL8jCtftmEf9y1WqDSV8sYe1db2PNPrcO5l0fuhIl4NT5VaeDLrs2MOXQGr6Y/xdeePPS83biO9+cw7p73qUo+RhauZ38xMOsvOEVDn67HFlR2FOgujlxqOg5m7wv57zOeTGydVMq61YePrcXSbisjTVmDEdeC2iazuGk4x73ORwaK39LchMx0nXBsZQC0lOr7jBvtznZuimVjWuPUOSlgURjY/jY9nz41TX07NMc1eT6lTRbFCZO60JQ80hC2p8l40IIkmb9yg/dbj+n4pqez9xAm2tHoVhMmEICUQP9COnYigm/vo5ynn1LAUrTj5Pw7OcuTSygohvRpsf/hdB1bOXewksSJSXVF3i7mHE6ND59/0+vT3aqKrvp8yuqTLOYYNp18t26R31iLHbWApIkVTRk1Tx/sTTNcwGSw6GTmV7otQ/hjoRjfPzW6sp1OKdT5/LpPS8IsSNJkrj/iRF8+sGf7Eg4hqoqaJrOmIkdmXaiX2TslMGogX44S6u4gekCe34Jmx7/F2Pn/71a55YVheFfPkmfl24jb3sy/s0jiYzvUOM1ixWXPV/ZwOJMHIWlWLPyadMhikMH3G/6mlOjvQ8XVy9kkvblVCkTERrux9SruzP/2x3YbE507YRMxINDLph1KcOR1wKyLNEqLpyjB/PO+bVpKQX0GeheMFWQb+WjN1a5zeQXzd1Fm/aRdO9dN/1EaxM/fxMPPj2KosJyCvLKiG4W7CKwJZtUJq//iJ/634vw0BPyJELXSftl4zmfP7BlNIEtfdNEpPhQOgW7vT/q67qOKSSAv9zejzdmLHPJqDBbVMZe2pGQCzRLKiujiAWzd7BnRyYBgSbGTurMuEs7npdKJpyYOHnxx5IEL749iZBQf0aO60B+nhX/ANMF1/jCcOS1xNiJHZn1yQaPMwVVlb3quGQeK/a4fd3KQx7bztlsTn79aS/dezdn66ZUflmwm7zcMtp3iuay6T0aZQwwJNTPa+lzRPc23Jj/Ez/1uYei5HSE03N++vmmIuoOJwf/u5wDs5YgNJ12N46nw20TUf3O/sPP+nMXez/6kfK8IsI6tUI2m9C8hE5ipwzCFOhP+87+PPvqBOZ/u53DyccJCfNn8hXdGDq65sVODZGsjCJmPPoL5TYnQhcUFZYz95utJO3N5v4nRpzXmO29hEckWaJH7xhCQituiLIiExkdeN62N2QMR15LDB7RhtmzErCWuf6QLRaVuPaRHNiT5ebkTWaFlq09O96CfCsOD7IBUCFVunj+LhZ+v7NyZpeXW8b2LWk888olF1yTYNXPwmXbPyP562Wsv+89xBmhKsmkEHdVhVM4vmU/Sf/5DWexldjLh9Jq6mCvcri6prF08jPkrN9TGb7J33GQ5P/8xqTV76OYPRcLaXYHv4x6mOMb9lVuy/hjG3i5WUsmhaFfPFH5d5v2kTw+Y2z134BGhq3cQUF+OeER/iyYvaPSiZ/EbtPYvjmNtKP5tGx97imXqknhnoeH8snba9BOUzA0W1RuvmeALy+lwWI48lrCbFF56qXxvP3SihOaDRUt50aOb8+oCR148fFf3KodFUVm+Nh2Hsfr1LUJK5cmufVTVFSZDp2j+fG7nS75s0IX2Mqd/PfzzTz/eoMXpjxnFLOJTndOwr9pGCuvewWhaeh2J2qQP35RofR/6x62vfgViW9/j17uQNd1Di9YQ1R8eyYse8ujU05dvIGcDXtdYvDOMhsFu49weM4ftL/5ErfXCF3nh263UXzwjMXVE05cUmXEaQ5d8TMz8MMHsIQG+eidaLg4nTr/+2Izq1ccRJYlhBDomnBx4icRCPbuyjovRw4QP6AVL78/hRVL9pOdWULHrk0YOa49QcENp/qyNjEceS3Spn0kH866mr2JmZSW2OnYtUllnvjDz47m0w/+xFrqQAhBeGQA9z02nOAQzyGF3v1bEt00iMxjRZVhGUmqmOG37xTN+tWHPfbbPLg/54Iu946dOoQr98ziwJdLKE3NptnIXrS5dhQlR7NIfOs77HaNg137kxnbHl1RCSrOR3nzJyb87Sq3sY4uWIPTg/Kis7ScQ3N+9+jId7w+292Jn4akKih+FrRyO5bIEPq8fBud7pxcs4uuI0qKbGxYe4SCvDLad46mZ3zzc4pjf/PpJtatPFRlH9iTyLJc47h1s+Yh/OWO/jUao7FiOPJaRlFkjwuR3XrF8N7nV5GZXoSiyDRpFlSls1UUmb/NnMC8b7ezbuVhnE6NHvHNmX5LXwryyjzGz6HisfNCdeInCWrdlD5/v9Vl25H5q9EcGjsHjqc4PAr9RJVmSUgE320qpv2B42654SVHsryeQw3wPLPb+8GCKm0zBQVwXcZctDIbapB/o/ks9iZm8t4rfyCEwG7XsPipNGkWzHOvXYJ/wNkdblmpnT//OOSxBaAnhBD0HegbQbKLEcOR1yOyLNG8ZfV1tf0DzNx014DKXpIniW4SiMWiUm51DbuoqsyQkVX3FHQ6NNavOcyaFQfx9zcxYVoXuvaMqfI1jQHh0CgKiaA4LLLSiZ9Ek2Tmf7uNJ/8+3mV74b6jXsdrMWmQx+32oqqVHdtMH4WsKMjBjadi1+HQ+HDmSmynZQbZyp1kpBUy95tt3HzPwLOOcTynFEWVq+3Ir7u1ryELXQMMR34BICsyDz83mjdnLEfXBXabE4tFJbpZMNff5l2x0W7XePavC8nJOuWMtm85xuCRbbj3kWF1YXqtEXvZEErnJOBRaFySOHJGaqjQdcpzPBdjSSYVDy3M1AAAIABJREFUv+hQfv/1AIvn76KwwEpMi1CuuSmeiJ5tOb55v8fXmUIC6PNS1dWoDZE9OzM9Zls5nTrrVh2uliOPjApE85JRdCYms0KP+MafPlufGI78AqFthyje/+IqtqxPIT+3jLj2kXTrFVOlVsfcr7e6OPGTrF91mLGXdqJD57PnVCduS+e3n/ZSmG+lW+8YJk7rUqn1XJ9ExncgbkgnkrM9h5xCz2htJskyfk3CKM8ucDtWVhXWHHSwen1C5Sw19Ug+H72ximvvvBZl1xtoVtfqTUtkCFcf/hZzUP2/F+eK3eb00k6basW7oaKx9aARbdiw5kiVr5Gkith2k4u4S5EvMEr0LyD8/E0MG9OOqdf0oEd887MKLq35/aDXfYvnJZ71fAu/38mHr68kcVs6KUfyWbZ4H88+uIicrFO58DlZJWzZkMKhpONe4/hQESMttzrQvVS9ng/X/Pte/IL9OFP6zmxRmHJlRds2R6mVjQ9/zH9Dp1bMyM94z2SzSkj/rqxcd8wl1AAVTzRLNuUxZsFLhHWraF6s+FvofP9lTE/7zmdOXAhB0r5s/vzjEEcO5vpkzKro3L2pR31uJOjas1m1x7n13oEMGdkGk0nBz1/FZKpY0LRYFBRVxs9fJTTcnwefNpq11BRjRn4RU1X8suQsDYcLC6wsmpvoktvudOpoZQ6++3ob9z4yjH+/t5Ztm9IqFB51QWR0II+/MNatKGPj2iPM+SqBgnwrqiIzfFx7rru1b41lRE0mhefenMQ7L/1OSbENWZZwODQumdKFIaPaVLRbm/AUuQkH0Gwn8v1P+HzJpIIQhHRsRcsnbkL9dq/HmWVBXhmRI3pzReKXCF1Hkqs3N9q/O4uMY0X0iI8hMjqI1CN5rFt9hNTD+QSHWBg4LI4efZqzdWMqX/1zA9YyB7IiI0kQGxfOYy+MrbXqxOAQP6Zd051F83dVpsjKioTFrHL9bW7Ce15RTQq33z+Y62/rS36ulYioAMwWld07Mkg7WkB0syB692uJqhrzyZpiyNhexMx47Ge3WPFJrr05nslXem82/P/snXV4FOfXhu+ZWYsQ4iEkgSAhwZ0gxa1IoU7br0rd2x9V6u7u1N1pi0txh+AaCCQhIe6yWZuZ74+FkGV3QyAbge59XVwX2Z2deSeZPfPOec95ng2rUvnm041OC6wABoOGMZPiWTz3gEPwO7G4++J7k6urN7ZuPMqn76x1qKnX6iS69YzkgSdGOu27ssLC4jn72LQ2HY1WZPjYOEaNj+NYRinzZ+8lI62ImNhgJl3albbtgwGQbTbW/LCBHfsK8Y0IomO0HyFHD1OVkcfBrxYiG81UtAgkPzIWq06HIkpYdQZalBUSk5OKVaMjaehkbKrrJxxfXy0GjUpokB6b1kDLIB9GT4x3mfc9mlrESzMXO/zefP209qeRGpPgEw0tFeXOwlkajUjvxBjuOctOyLqyM+kYC//ZS0lRFQndIph0aTfCIs7/+vfmTIPqkQuCcCHwHiABX6iq+mpt23sDefMg7UgRz86Y77SwZfDR8OF3V6LVup8RJ204yufvr3MZyH39tCgKmFwYR+j1Gp58dTxt2tmD7KN3/0POsTKn7bQ6iZfem+zgxlJltPDUg/MpLjJWG+Pq9BIRkS3IPlpir68XRVAUNBqR+54YRWu5nF+ufZdt8fYFOkXSINms6Mwm+qxbgNZUxZGE3mS272o3YXZB6LFUqvwDMAYEo9Y241bVamchvV7D2MnxXHFdn+q3FUXltmk/ue3QPRM0GpGPvr/SW+nxH6PB9MgFQZCAj4AJQBfgakEQmoe1tJdaiW0fzKPPjyUo2AdBsMeg9nEhvPLh1FqDOED33pGudWS0IkNGtHcZxAEEVNbM/Ia/uk1nycTHyM10XSkiCZCR5rjwuHzRQUqKq6qDONjbuzPSiu2NlCeCrChiU2DWq8tYMP5Rtsf1Q5E01WWIskaLyeBLSue+lAaFkdm+C4pGQ/Uv4ZR/BVHtsOoM6CvLkWxWRJsVlydfo0bcbLaxeM4B8nMrql9bu+KwR4I42HVEjMflHyylFex9fzabHviIjAWbal2L8HJ+4okc+QAgRVXVIwCCIPwCTAX21fopL82Czt1b8e5Xl1NZYUGjFdHr63ZJ6A1abr93IB+/vRZVVpER0OslwiNbcNm1vdm1LYvcbGcBMIvRQsXyFViqjJTsS0c7rh0Wg/OioNVopqW/41iSNh51XQGh4rLK0GiSyQmJcvmmKknkt45FBac6cycEAYvBl7aHdhKcn016x24URdSheUWAXVuPMXpiPAAZqWdmeFEbBh8NgUE+HFuaxNJJM6vFw/a9Pxuf1iFceuCbc7JixsvZ4YlVhiggo8bPmcdfc0AQhNsEQUgSBCEpP9/rfNLc8PPXuQziqqJQsi+N8iNZDq8bsws5fM3jDFr1D233JhGTvp/4LSu567JYfHy0XH2T82KlpNiIyEhBV3XSjT4mZbd9hlsTRcHHWI68YZvDyz4+Z7a4pyKgWN3L3SqCSF5UOyejZZeIIrnRHWhZlEdASaHrGfmpHxFAqmGUkdAtok7jrsZdt65G5Kob+qLabCydPNNJAbIqq5ClEx53+VlLaQUHv5jPjhd/4NjSJFTFc1VCXpoOT8zIXX0LnK5AVVVnAbPAniP3wHG9NDAZ8zey9uY3sJYZka02RK2GtpcOpd9LN7Px/g8xZhch2WTaFJ2caa668jmmZf5K7wEx3P3IMH79dhvZmaX4+ekI37admAO7HI4RfWQ/Zh9/jsXGIyoyqiDhV15Mt83LKe0xwWHbURM6kZKc7yQcBoCinEytHP/Zv6KEVmW5HHSV1z4RJIUzmMsc/0j4sSOkx3VHPc08SFGgT//o6p/7JMbg66fFWHnKjatGbr3mhwVVQdRoqOlP4uOn5bb7h9BnQAwp3y9BdVN5lLd+j1MVTe7a3SyZ9DgoKjajGY2fgZbxMUxY8TZa/zPXPq/KK8ZcUEqLDq2R9OeXvve5hicCeSZQ8zkzGshys62XZkLh9kOUHc6i1fAe+IQ5K84V7TzMimnPIxtPVk0osoXUn5aRMWc9tiozuKj5lo0mCrYkEz6wC736RdOrnz2QmYvL+SXyK5RT7vEC0HHvFtoe3EllQBA6UxW+lWVo/AwEdol12LZvYgwDh8ayYVUqNpuCKAoIgkCCLZ8DZl9kUULRaBFtViRFZlyUFbU0go4HtpIS38e+mCmIJ4N4HUsFAQRZplWmve7ez2yk0+FdHIzvc1LJTxCqA7KgKmj0Wq67tb+DOYQgCLzy4RReenwxeTkV1R+LEY2U5JdTERgKqorBWEGbQ7sJK80l5L0n2LG3AINBy8jxcQwYElvdH1B+pBY7O9Uu9qU9Lg2gWG38O/UpbOUnRcFsFVUU70ll68wvGPj+vXX6PZgKStn9xq8kz5qHtdyIpNchaiR6v3AjXe9zFiLz0jh4IpBvAeIEQWgHHAOuAq7xwH69NABlKceYN+geB9f4iGHduXDZWw463bvf+NWpW/EErhQCqxEEFLOLapWgFoQldiZv3V6Xj/Naq4XAwtzqfUgGHe2vHnXKrgWm3z2IMZMS2JmUiUYj0X9wG1r6Siyd9gK7DpRiDAjCt6yYnt1CGDtrJopNJvThz2gxdwUH43pTHhhafQy31ExpCAIajUBoqB+J+GDWtSNiSDdGXtifVTO/JVkbRknLUARFxr+yDP+Orek4thcjJnWhVesAp10HBvnyxqeXUFlhprzURFirFlRl5vNP39uxVVShWOxPGxo/A13uv5S+NyVyiZthtpk6mB3PfefyPUEjofE7qaSZvWIHquw8e1fMVlK+W1KnQF55fJzmgtLqpxO5yowMJD32OYawQDpcff7qqjdn6h3IVVW1CYJwD7AYe/nhV6qq7q33yLx4HFVR+KfP7U6BOHf1bpZf9ixj/n6h+rWSfel1ygM7H0MlNLGzy/eGffc48wbdg6XciOzGd1PQSAT1aM+IH59w+7jfJjaINrGOTxET57/M0LQcylOOEdApGv829ny0YrWRl1vBobhe9iBel3z4KdsIosgz70/F1/cKAKpyi/iz0w3I5UY6crI7VuNrYOrvdxDQ4fS6IX7+evz87YqK/m0juGT3l+x56zeylmzFEBFE1/svJWbyoFr3EdIrjoD4aMqSM53e63LvJQ5pFWstN99TzaHdkTTzC/sEwMVloZisrLnxdcL6J5zeJNuLx/FIZ6eqqguABZ7Yl5fTo8gyxmMF6Fr6oTsDg4Kjcze4nU1nzN2AcjwPDhDcqwNFuw67NQ8WJBHJR4dstqFabfZZtI+OQR/d59YWzb9tBJcf+ZH0P1aRu2Efeev2VN8wdCEB9H1xOjETE/FtfXamwy1iW9Ei9mQLuaqqfPnAz6xV2kKgcPog7ipXDWCzcXBvHr2O57sPfrnQ5SKqbLWy7/3ZDHzvnjMeu29kCAPevPOMPzdl62csnfQ4uavtkgqCJJBw51T6v3mHw3athnavnu2fSqvhPet0rIy5G9xeDwCq1cbCkf/j8tQfyVm+g5TvliCbLbSfNpI2F19w1vZ7Xk6Pt0W/mWP3gfwLY3YR0RcOQBfSgu1Pfo21ogpVUWg9ug/xt1+EIawlof3j3dqYARRtT3F/IFWlKq8Yvyi7UFb3h6eR+ttKhxz5CQRJJHpiIonv3cOet34jf8M+WrSPpNuMKwlzMxs/gcago8O1Y+lwrV1C1mY0IZss6IJaeFSru6rKylMPzCM/R61bLlxR3AZ6xWKjsvzkE0Tx7iMuZ7GVOl/WJFeS/u1WevWLplOX8AbXH9f6Gpi44h0sZZWY8krwjQ5zeSM1hAXS/dGr2PPmb9UOSIIkovHVM+Ctut1Aaru2TmAtM/LvRU+Qt3ZP9XGOLdpC4Ju/EdyzA+VHsogY0o2EO6fgExF8BmfqpTa8LfrNiPLUbJI/n0/5kWxaDeuBpaSCnS//aM9VqyqiTuN6ViUKaHz1aHwNjPz9GVoN7eFy/1nLt7N4zEOuDy4KXF+5wKH6IGfVTlb+30tUZZ0UatL46tEFtWDyxg+rg35zQ1FUZt43h+xM545RJ45f/xEtJcxpWZQEhTtVsoiyzEuvj6N1Z3vKZNfrv7Djue+Qq07e5DLbdeZIl74gSSgI6PUauvaK5O7/DQFVrZN5c2OQ/s869rz5G1XZhUQM7UHPJ/6vzqmQjfd9wIHP5rqtlAEQ9VpQVbfXKYqKaNChMeiYtP4DAhPanO2p/Cdp0Bb9M8UbyJ3JmL+RldOeR7HZvSclX73L2fDp0PgZuPzwD/iEu/Y+/CniMsz5zlKtbS8bxqjfn3F6XVVVivekkv73WqqyiwhL7Ey7K0eg8WmeXogV5WZeemwxWcdcd4zWRBDsipH3Pjqcdq30fBV/K9uGTESWNCdn8bJM65xUXlz3ZLXPp6mglD/irsNaapcArvJtwZaRU50aizQoxO3eSETaIXRB/kSN60fPmf9HULfazT6aK5bSCuYNupeKjLxa1zhOrWt3vaFAxNDuTFz5jodHeX7TYC36XuqPbLaw6v9exmY0V89kziaIA6iyQsp3S9y+f8neL/FvX8MBSIDoCQMY8fOTLrcXBIHg7u3p/dT1DP74AeJuGN9sg/iOLZncf9MfdQrioDLpsm68/fmldO0ZSe6qXfgby+m26V9EValRZw65Ue3Zt/dkE5shtCUTV79LcK8OiHot+W07uNRgsSGSGdURVBVLUTmpv6zg75638O/FT9W6+Nhc0bX0Z+qOWVwwawbRExMRTsl5i3othrDAui0oqyp56/Ygm0+/0Fqemk3a7DXkb9rvlR9wgzdH3oQoskz6n2vY8/bv2Co988WWTRbKUtyX8fuEBnJFyg8Yc4upOJJFYJe2Z7Rg2lwpLzPx0Zurq42p3aKqaCSB+2aOpGe/k+0Ph75ZhGqTyejYHUUQTwYjUUIGPnlrDe9/c0W15Gpw9/ZM3TaLqtwi/vnrAEcWudZ2d2r/VyFjznr+7HQdo/96ntABnc8ZH08ASael/dWjaH/1KI4tTWLTAx9RlpyJqNPQ4bqxxF4xnOWXPF2dH68VgVqDvmK1seq6V8iYsx5Rp0FVFPyiwhi3+LXqqiQvdryBvBGxVZlRFQWtnw+qorD8kqfJXrGjbhd9HdH4GwgfWPuCI4BvRBC+Ea7TL+cim9emuyyLO5WwCH9efv8idAZH1UDFKqMiUBwe5XJxVJZVDifnE9/VMYD4RATTb0Qcy1ekOxlPiLKNsKxUl+Ooyilm/rAHCOgQxei/n6dlp3PPeDhqbD8u3fs1NpMFSadBEEVUVaXdtJGk/rqi1utaEEUiR/apTle5Ytsz35AxdwOyyVK9uFyWcoylEx/n4t1fnlM3wIbGG8gbGHNRGauuf5VjCzdVBxrfmDC6/e8KjwdxQRLRtfSn3TRnHe9zGVVVyd+0n7KDmbSMjyF0QILTl7iiwnxao9+e/aJ48ImRLgNAh/8bTe6m/biRHEcQ7IuorugQH0qPvlHs2nrSRUiUbehMRqJTD7g/L6tMaXIGC0f8jyvTf64u/TzXqLmQKwgCQz6fQbsrR3Do28UoZguBXWLZ+/Yfx9d/rGh89Ui+BgZ/+kCt+z3w8T8OC8pgTx1WpOdStCOFkN5xDXI+5yLn5pVzjmAzWfi7560YjxU4vG7MyGfz/z6u0wzSFaJBR/xtk4iZPIgdz35L/sb9IApET0y013E30xz22WAqLGXx2EcoO5SJ/VlcJaBTNOOXvI4hpGX1dp27tWK+fq9LHRZRhN79Y7j3seFuZ3HtrxnNgU/nEliYS0lwhNOsXFWhoxsPU0EQuOuhoWxYncqKRQcxVVkxrFpLxL6daE4VBDsVVcVWaSJj3kbaXnJuG16fQBAEosb1I2rcyTW5TrdMJHnWfMoOZRI+uCtxN46vNaWnKgrWMqPL9wSNhDG7iJDeHh/6OYs3kDcgqb+ucAri1dQSxA1hLdG08KUyI8+p1EuQRNpfNZIBb92JKElEjemLbLEiiOJ52XCx+tpXKNmb5tCAU7InjdXXvcK4BSf9S+I6h9ExPpSD+/MdpG4lSeDGOwdywagOtT6KK1YbVTlFxJfkkDR4ArJGaw/mqoogClxyVfdaNdpFUWDIiPYMGdEegOI93Vg6eSaVGfmn7ZCVzRYq0nJO+7s4l/FvE0HfF6fXeXtBFAnoFE3ZQeeuVdlkIaR3xzM6flVuEeaicrvAVy3pnHMVb9WKhzEVllJy4Ciy2ULWsm21b+wisGj8DAz5/CGmJH1K5IheSAYdmgBfRJ2GyNG9uezgdwz96hGH5gxJpz0vg7ipoJTslTucuigVq43sFTswFZ6sThEEgf89OYqLp/UgNNyPFgF6hoxsz+ufXMywMR1Pa0R9+Id/MReWYSgrRW+qMRMUBFQV/vpll4Op9OkI6taOK1J/YsKqdwgf0s21RuhxRJ2WoB7tXb6nyDLGnCJsdWyjP58Y8NadSKc8XUq+ejpeNxbfyBC3n7OZLChWG5bSCsrTspk35F5+jZ7G3z1v5cfAKex55/eGHnqj452RnwG5a3ez/5M5mPKKaT26D4IoUrD1IAEdo2h31Ui2PfU1xxZvqc51hvbrVOv+fFoFYy2rxGY026sp/AxET0okZvJABFFk/OLXqUjPpTIjj5bxMfbSrv8Q5qIyRK3kUoRL1EiYi8od0isarcTky7ox+TL3XqPuyJi7AVuliaLwaMw+/k6pFYtZZt6fe7nproF13qcgCLS6oDuT1rxH0a7D7HzlJ9L+WO2gGinqNLRo14rIUc55gn3vz2brk18hmy0IokjcjeMZ8M7dzaa5qKGJmTSQUX88w5ZHZ1G6/yj6kAC6Png53R660uX2BUnJrL/rXQq3HbJLCZxQpKyBbJPZMuNTSvalU5qcgWyy0O7KESTcMeWspHybC96GoDqy89Wf2PXij3b51ho1xqj2L6Nik+2r9jWaISSDzu7O7uZ3PHnLx8gVJg7/tAxVUWg/bSSRo/t4V+OPo1ht/Bx+KZbjjTc10QX6cXXubI8sEJalHGN2t+moFhtH4ntxtFNPl09LrVoH8NrHU+t1rGNLk9hw9/tUpudQEhRO4eAhSO1i6NY3mrET46tlb7c/962zsqEo0GbqEEb/+Vy9xnA+Unookzl9bj+r4gHJR49/2wgu2vxxsw/m7hqCvDPyOlB5LJ+dz3/vrK9xPD6faOJRFcd89gkNEUtJuVNOvO8rtxDW124BVlfRov8aolZD31duYfNDnzo0SEm+evq+cqvHqjy2PvGlXfgL0JurEGUbisY5jxoYWP9F5Kix/bgs+VsW/bGLtb/vxWKV4XAxRw4XM/f33fTqH82063uz44XvnT+sqBz9Zx0pPywlY95G8tbaG2oiR/Wmz4vTaRkX7fyZ/wi7X/+lziqOpyJXmalIzyH58/l0e/ByD4+scfAG8jqQuWCzXSfiLLCWVfJ/xXPY98Hf5K/fS1CPdvR47OrzogmnMUi4YwqGsEC2P/MNFWk5+Me2ovdzNxJ72TCPHSNr6dYa7j+pHO7iNOFBtFnponrGc9NYaeHP3/c6+Y+qKmzfnMm+7Vn08GuJX7mzlAKKypobX7eLfB0n7Y9VHFu8hSlJn/5nJWTzN+xDdWF0UlfkKgupv67wBvLzGUESzzrd4Rsdhi7Aj15P/J+HR3X+s393Dv/OT6a0tIoezzzIpRM6VWt4exLJRw8ldscerdVCj03/sqf/KNTjf3NVFGl7cBfqMSO8cnW9j7dvVw6SJGLFdd272apwuEtfemxa5noHpxpzqGCtMLH9uW8Z/v3Meo/vXKRFh9Z2SeR6cC6X7darakUQhCsEQdgrCIIiCILzNOY8IWbywLO622t89fR+9oYGGNH5z5zfdvH2i8tJ2niUQ/vzmfP7bmbeO5eSYs9rlMTfOhGphrFzYGEugxf/SteklSTsWMugJb/TNmW3xyqDJEmsrYgFgJKQVqfZ4hQUhezl2896TOc63R+ehuR79oFY42cg/rbJHhxR41Lf8sM9wKXAag+MpdniEx7EgHfvRvLRI0g1fmXHv412kwU9YQM7I+q1aPwMaFv60eelm4m7YXzTDPocprjIyJzf92Axn5yxWi0y5WUm/vp5h8eP1/WRqzANHsj+ASM40GswJcERCKpCcH4WYdlH0VrNSL564qZPOP3O6nK8XpEopyky0OskJ1Gq06ELalGfYZ3TRFzQnYEf3IvG3+fkTfm42YkhPJBWo3sTfkE3+r9xO72evg7JR2f//Qr2IB49YQDtpo1o0nOoD/VKraiquh8456ssFJuMbLLUumKdcNtkIoZ04+AX8zHllRA+uCvG7ELyN+4nIC6aLvdeTGCXWMwlFZgLSvFrE35eNh40Bru3ZSFKApxSdSjLKkkbMrjprtot0M4Em03h7ZdXkxIYh9XPfuMoiOlIq4yDdNy1GRQFjb8Pof3iib9lokeOqddruOPBC/jkrTVYLM7pFa1WYvSUrvSc/CC7Xv2ZqpwiAru2pWh7iluXH8lXT5d73bl7/jfodNME2l89moItBxC1GvsES68lqHt7pxjVbtpIjvyyArnKTJupQwgf3NVlHDMXlWEtr8IvJszBOq+58Z/OkVsrqth43wcc+Xk5qk1G42dA1GrQh7Yk4fbJdL77YofKiKCusSS+c3et+9QH+qMP9C5k1ofaUg+S5NlJw+I5+9i/J9fhNZsgktMugYEDowmyVND24guImjCgTg45daVPYgyvfDiFv37eyfrVqYiigCIraLUa2nUMYeq0nuh0Ep1qPAVsvP9DDn25EJvRscRO1Gpod/lw4m+d5PC6taKKlO+WkLVsG37RYSTccRGBndt67ByaIxqDzq2xSk0CO7elz3M3un3fmF3I6uteIXftnuMaRr4M/OA+jy6ye5LT1pELgvAv4Cph94Sqqv8c32Yl8JCqqm6LwwVBuA24DaBNmzZ909PrtzDhCeYPu5+CLckuG04kXz2thvVg7PxXzvknjoaiNDkDY3YhQd3bOTTm1JfKCjP3T//TqapDoxUZOzmBq27o65HjqKrKbdN+djkrRlUZPjCS6Y+P9cixaqOqysrWDUcpKzXRMSGMuIQwl9ecqqrs/+hv9rz1O6b8EvyiQom5aBDxt06mZbyjemJVbhFz+t+JpbgCW6UJQSMhajUM+fx/dLhmjNO+FVkma+lWKjPyCekTR2jf2pvZzhdOxL+av29FlpkdfwMVR/Mc+0J89Ixb+Cqthp28UcgWK4rVhtbv9PXnpYcysZYZCeoW6+DEdSacdR25qqrOf/WzQFXVWcAssDcEeWKf9aEgKdn+qOoiiIPd2CF3zW7y1u0h4oLujTy65o0xq4BlFz9F8d50ezOU2Uqn2yaT+PadZ/T4mZtdxtrlhykrNdO9d2t6D4hGkkT8/PXceGci336yCVlWkGUVvUFDWLg/U688/WyrrhzLKK1VMTF79U54fCzpR4rIz60gqk1LIqM8d8M6gY+PlgtGdTjtdoIg0OWeS+hyz+lTKFsemUVVTnF1IFJtMrJNZt1tb9NmyhCHNGLpoUwWjZqBtcyIIiuAStiABMbOexmNr+Gsz6s5U56Ww6b7PyRz4WYEUSBm8kAS370Hv+gwji3aQlV+iZPTkVxlZvtz3zJh2VtU5RWz/o53yJy/CVVVCezchkGfPEjE4K5Oxyo9lMnyy56l/EiW/alOgP5v3Un8zZ5J1cF/OLVSuD3ldFpG2IxmspZt9wbyGqiqypIJj1GyLx1VVqplRg9+MR//mDC6zXDdPn0qa/49xDefbUaRFRQFNqxOpVXrAJ54eRx6g5YLRnagY3wYa5Ydpqykim69W9M3MQZNLcJVZ0pFmRkR3BQBgmF/Ms8+NJ/M9BJEVBQE4rtGcN9jw9Ebmvf6R/rsNS4t10SNRNa/W2l7sV1pUVVV/p08E2NWoUMHcv7G/Wx++DMGf3R/o425sTBETlnIAAAgAElEQVQXlTF3wF1YispRFQUVOPrPevLW7+PSA99QeuCo2wle6f6jKFYb8wff6zBjL96dypJxjzB500cEdY2t3l42W1g47AGq8kpAVauvtU33f4h/m3Cixnqm2K++5YeXCIKQCQwC5guCsNgjo2oE/GMjEKXaT1/Sa9EF+jXSiM4NCrcdovxItlM5pmw0s+fN3+q0jz9/3MEXH27EZlWqS6LNJhtZGaXM/XNv9XatWgdwxXW9ufnewSReEOvRIA7Qpl2QWxFK0Wolo31n0g4WYLUqmK0qVqvC/h1ZfPvZJo+Oo7FRa+iqF24/hDG70FmTxGQh5ZtF56W1WvJn87BVmlBr1OOrsoKlzEjKd0sIiIt2m/oIiIsiY95G1zN2k4WdL/3g8NrRORuwGk3Ov1+jmZ0v/eihM6pnIFdV9S9VVaNVVdWrqhqhqmqzrbXL37SfReMe5qfQi/mr+81U5RShDfSrvWNT4LwzaXCHqigkf7GAv3vewm9tr2LtLW9QkZ7rtF3l0TzHEswamApO75W5bFEyc37f7fI9q1Vm7XLXlmkNgcGgITTc31kLR1XpdHArpX7BTl6cMgIbV6ZiMbuuHmkuxEwZ5PLvpFhttB7Tp/pnc2EZgptFXNlkrZuR8jlG9qodToYVALLRRM6qXURPTEQX5O/0+5N89fR6+nqKdqRgK3fuZ1AVhcKtBx1eKz+ShVzlWjqg/Eh2Pc7CkfM6tWIzWTi2aDN5G/ax/4O/qrUYzEXlrLnxNTR+PuiDWmAzmlFtsl0uVRLtZYOqygVfPYJvq+AmPovGYe30N0j7Y3V1RUTKt0tIn72WKVs/pUW7k2bNQT3auy2Ba1GH9vA/vq+9aUWuR5v1mbJj6zFKS01OAlmiIqPtFIugyOAiyKmyjNFoRadvvl+fAW/cQc6KnVjKKpGNZgRJRNRpGfjhvegCTj5lhvbt5DaN0LJzG4eqraq8Yg59uZDiPakE9+5I3E0XenSRu7Hwj41EkESnp0pBq7E/qWskJq5+lxVXPkfRjsMIkoRk0JL43j20Ht2HyqN5aPwMLgW6HIzNscsZa3x0WE8N/IJAcI92Hjun5nsl1pO8DXtZOulxVFm1O5Y7zbrAVlGFYrFiCA9iyKwZ6Fr6krdhH1p/H9peOhRD6Ll3kZ4NJfvTSf19lcMs5cSj5vZnvmHYd49Xvx7QoTVRF/bn2OItDjMNyVdPv1dvrfU4qqpirKzdMaffwDZneRZnzua16S4dhRRJgzGyDWq26y5SyWYloGXzXgT0bR3Kpfu/JvmLBWQv24ZfTDid75pKcE/HRVV9sF0adt97sx3KGiUfPQPfPVlqW7D1IItGzUCx2pBNFtJmr2Hniz8wae37BHXzXEBqDLrcczGHf1jqIMQG9vWDhNsvAiBj3kaK96QdN31WkQw6AhPs12bsFcPZPOMTp/1Kvnp6PHKVw2tRF/bHp1UwNlOOg0mM5KOj19Oe6/puvhXu9cBWZWbJhMewlFRiLTfW6tCiWGyYi8ooO5RB+KCudPvfFcTfNvmcD+KqqnLwywX81vYqvpbG8Fvbqzj45QIURaEqrxhr5ckglb18u+vfkaJwbMlWp5dH/Pwk8bdNRvK1d7r6tQln6NeP0nbqELfjUWSF7VsyEWpJZel0Ehdf5bmqlNNhdfNkASAF+NE2bR/iKVZtos1G16IjCGfr09eI6Fr6033GlYxb8CpDPvufUxA/QZ8Xp5P4wb0ExMegDfAlYmh3xi9+jdZj7GWeqqqy6uoXsZYbq59qFbMVa5mReUPuxVxcd8ON5kBQt3YM+XyGvQM7wNf+r4UPw3+cSUDHKLKWbSPpkc+QjWZsFSZko5mq7CIWjXkYa7kRrb8PE1a8jV/bCDT+PmgDfNH4+5D47t1EjuxNWWo2O174noWjZ7Bo5Aw6XDeW1qP7IOo0iDot/u0iGf3nc4QNSPDYOZ03euSKTebYkiSqsgsxF5ez9cmvUGv5op5K5Og+XLj0DWSLleLdqWhb+DSJs7mqquRv3EdlZgEhfeII6NDa4f2CpGR2vvQD+ZuT0Ye0oNPNE+2NS6e0c+956ze2P/OtwyxL1GvtGukmC6gQMymRIZ/PIGP+Jjbc/R62CucZaIsOrbn8kAtJVez1trLJgsbXUGutvc2m8MoTi0lNKUSW3V9vL747mZjYILfve5oPXltF0oajLt/r2S+KHkkr2byvhNR2XbAYfDBUVtDuwDZaF2fhEx7Ehcvfckg7na+UH8nir+63uMwrA4QOSOCijR/Vug9rZRXW0koMEUEebayqDzajiZzVuxBEkYhhPaoNOxaPf8SuiHkKGj8Die/cRadb7I1XqqpStPMwtooqQvp2QpUVVkx7nqwlSQ5pG9Ggw79NOBNWvG1vOAwJOOvelPNaj7xkXxqLRj9kz3XLCjaLFc5kkUYQMIQGcOibRWx6wH5BKjYZ/7YRjPrzuepHqoamIj2XxeMexphdhCAKKBYb0ZMSGf7jE0g6Len/rGPV1S8gm+yzxKrsQjY/+DF73viVqdtnVTsIyWYLO57/3qkDUDFbHfKhGfM2snDUDCaseocNd73rNB7JV0/CnVPcjleUJMQ6NEL88MUWUpLdeJcCoiRw14yhjRrEwX6DcYsKI397iqBnv2XP279jsyqkxffkUI9B7Nfq8C8rovjKN7h181vnfcOYYpNrPceiXUfIWb2TA5/MJf3vtaCoRI3vx4C37sQQEcT6O98lffYaALT+PvR7/TY63eQZ3Zr6oPE1EH3hAKfX3fmn2ipNVGTkV/8sCAIhvU56h6648jmyl21zyr0rJguVR/M4+OUCej15nYdG78g5n1pRFYXFFz5GVV4J1nKjPXid4Uq7xldPWGJnNtzzPtYyI9YyI7LRTOmBDBYMf6BR/BJVVWXJxMcpP5yNraLKPgaThcwFm9n+zDcossz6296uDuI1MWYVsu72t6t/rkjPrVPZmGK1UX4km+Idhxn5+zNofPVo/AwIWgmNn4HIUb3pct+l9Tovi9nGysUH3b7fZ0A0X/52Df0HN37reOduEeh0zrNDnU6ic7cIJJ2W3i/chCCJ7Os7nMz2XbHp9CAIVLQMYUOr7iTN87yIV32oMlrIyynHVkuj05kSEBeNLti9IJeo1bD8smdJ+3O1fbJgtZExbyN/xt/Aj0FTSP15efUkwlxYxvrb3ubwT24kepsYRZbdGpZo/H3cmj6bi8o4OneD20IA2WThyM/LPTZOp7E12J4bibz1e7GWVpzWqdwBUUAQBQRRRBBFuj10JRnzNzktfqCqyFUW0mevocM1oz078FMo2pFC5dFch9pWsHeTHfh4Dh1vGG9ftHVDxryNyBYrkk6LIbSlk2GxO1SbTPGeVDrffTFXZvxK+uw1mIvKaTWiJ2H9zz6Hl3m0hPyccnKyymr900S0bnHaev6GYujojsyfvRerVa4eoygK6A0aho21f2EVq0yFxpeiiCgUyfHrokga5sw/TP+LnP02GxuzycrXH28iaUM6oiQiCDDlih5MvKRLvZ8YBEFg2HePsWj0DCenK7Bfo6osuy5VdLG9Kiusv/OdBv9OnQ3bnvjSdVmgIOAbGUzMZNeCbVW5xUjHu5zd4SlHK1ec84HcVFDq0l/RFYIkVl9Xqk1B0EkE9+5Ij8evYXaC6xVkm9FERarrR63qbY6XOVZm5lO86wjHliQhaCTibhhPtxlX1KnN2Zhd5Fa21FpuZN8Hf9V6kaiqimK1Iem06IMDiJ6YSOaCTbV+BuwXV4vjJVP6IHvOvT5UlJl5+6XlpB8pwmY9fSlhnwGNvw5xAj9/Hc++OZEfPt/Czq2ZAPToG8W1t/SvNrDQGHRYOnVAUFRw8efJLnSdN25sPnpjDft2ZWO1KnD89/73rzsx+GgYPSG+3vuPHNGLvq/cytYnv4QaKSnJoEMX5E9VdtEZ7c9WXoWpoNSjRQWqopA+ew0Hv1yAbLHR4ZrRdLh2TJ11TWwmC/s/+se1ZZwAo+e9RM7qXZgLywgf1AW/6LDqt/1jWzk0Wp2K6KOj080Nl0465wN5WGJnu8GxCzT+BlRZRdRpkE0W+2NPjemhYrFStPMwybPmEdyrIxXpeU4ze42vAUt5JYvGPoy1rJK2lwwl4c6Lqq3actfuZulFT6AqCrYKxw6uXa/8xNE565m84cPTmhKE9Ilz7zkowMHP5zvN1msS1KWtg3DP0K8fYdnUp8jffABRK9nP3ybb3cVP7FYU0QX503qc5zxBPnx9FakphSi1LGrWJDi06TpnTQWl+Ilw/8wRLsWTTtD7tgns+ifV5T5aBDR9GWJ+bjn7duXYg3gNLGaZv3/d5ZFADtDjkavQ+hnY9vTX9u+cohJ7+TB8WgWz7/3ZbtMKLhEEKjPyPBbIVVVl5VUvkLlwc3V9d/6m/Rz4bB4TV79bvZBZG6a8YpdPEGB3D1ow+L7qc1QsVjpOn8CgD+5FEEU0Pnq6zriCvW/+7rQ2Jeg0hPVPIP54aWNDcM4Hct/IEOJvm+wk7yn56hm34FX0wS0oO5xF7rq97Hv3TxSLY9CXjWYOfrGAC756mGNLkhzSKyeE5/d/+Hf168W7U0meNY8pWz9F1GlYOmmmvcTRBbLJQmlyBkf/WXda+UvfVsHE3XghKd8vcZHiodYOO8mgY9Apmhi6AD8mrHibkn1plB46RstO0WQt28bWmV/aF1KtMoFd2jDqj+c8VkVQmF9JSnJBnYO4KIKP79mpwNWHwh0prLnxNUoP2CtWgrq1Y+g3j7qthx46fTh/rsqhtNzq8PSn00uMn9q5UcZcGzlZ5Wi0oksBsLISEzabgkbjmfRV57svJv72izBmF6IPboHWz4fytBz2f/QPUPdALogC/h6s+MlZucMhiIP9u126L53D3y2pk/uPITwI1U0kt1WanBqADn+7hODu7Ui4w14Q0PuZG9AF+LHrlZ+wFJcj6rUE9+pIj8euJnpiYoNW65zzgRwg8d27CezSlj1v/oYpv4SQvp3o+9LNhA/sgqqqVKTnkjlvg1MQP4FsthLapxODPrqf9Xe8U52OEEQB2Wx1KGOUTRaM2YXseet3AhNiTruoaKuoInPBJmIvG0ZFRh6q1YZ/u0iXM79BH91Hi/aR7H37d0yFZRhCW2IqKEF1UV0haCV0gf5EDO1B72euJ7h7e5fHD+wSS2CXWPv/O7el0y2TKNmbhj7InxbtW7v8zJmiqio7tmQy94892OrYmSmKAt17t8bPv3EDuTGrgIXDH3S4+RZuT2H+0Pu5/OB31ZU/NRElkZmvTeKN5/6losyMIApYrTJDRrRn3OSmD+ThrVq4TWO1CNB7LIifQNRI+MeEnzxGbCtG/PIkq699xV6SeupE5BQEjUTc9As9qtufNnsNNhfHtRlNHP5pWZ0CucagI+HOKRz4ZI7DOZxoCjp1MmUzmtjz9h/VgVwQBLr97wq6Png5ssmCZNA1WkXTeRHIBUEg4faLqruyarLh7vc4/P1Sl+20YK+tbj9tBDajiaRHZjkEe3ePiorZStrvK0m4c+ppHycFjYSqKPzV/WbKD2eBKGAIbcnQrx8hcqTjIpkginR/eBrdH54GwM6XfmT7s9+43G9Ahygu3fd1rcd2hcag87jW9I9fJLH63xTMddAfESXQajWER/hz6/2DPTqOurD/k7nIp97QVRXFbCX5i/n0fNy1SXarqADe/OwSUpLzKSsx0S4ulOAQ30YY8emJiGxBpy7hJO/LdQjoOr3ERVc0jnJnm4sGc3Xen+Ss2sXR+Rs49OVCRI2EqqqosmLPH6sqiAIJd1xE/9du9+jxRa3Gbr3oYl4l6uoe5vq9ciumglJSf1qOoJVAUQnp14mCrQddPhWbC0qcXhMEodGNnM+LQO6Owu2HSPnORariOJKPHt/IYLo8cDmpv67EVmV2myNz+qxeR8QF3RA1ktuZPoColUifvdZhBlh5NI9/pzzJlK2f1tp0FD0pkZ2v/Og0fsmgazb+glmZpaxcesjJBMIdl1/bm46dwujUJbxJ6q8LNu9zuQAsmywUbHFfJgn2L2hcQnit2zQV9z42nC/eX8+OpEw0GhFVgYmXdGHcZM91D54OSa8jalw/osb1o9/Lt5C/YR+iXkv4oK6gqpjyS9CHBJy1qUJttL96FMmz5jl9VzR+hjrXrCtWG6uufZmMuRsQ9VpURcGnVRA9HruaFVc87/IzofWo7PIk53UgT/97ncu6a7Dn0Hs/ewPxt01GF+BH8d5Ul52N7j7b6daJhPaLJ2Jod3JW73LqehMNOgQ4Xj2y2WkfstnK3nf+YPAnD7o9TkivjrS/ahSpv66ofqKovvncf1mdxtrQ7Np2rNbV+pq06xjCpEu6NfCI3HNsaRI5q10rL4p6LYE1dKTPNXx8tNz76HAqysyUlZoIDfdrUlEvrZ9PdYv/CXxbhzbY8cL6J9D5zins/2SOvWhAUdH4+xA5qjexVw6v0z62P/edvYy3RtFBxdE8Nj/4MZEje5G9YruTvlDfl2/x+LmcDed1IBclEUEUUF2kDwM7t6X7Q9McfnanaCZIIogiqtWGxt+HsP7x1SvQo/95gd2v/cKBz+ZiK68itF8nwhI74xcTTpuLh7Dtya9ctjarNpminUdOew5DPp9B9MREkj+ba6+auWxY9c2nOaDRSLXqp4D9Ed9g0HLXQ0MbaVTOGLMKWH7J027LMUWthoTbT59Hbe74B+jxD2jcx/rmQv837iD2ihEc/vFfZLOFdpcPJ3J0nzo/+R34+G/n76qiYswu4oKvHyG4d0eSP52LtcxI6IAEBrx5R7OxxDuvA3ns5cPY9dovyKfktiRfPXE3XejwWrtpI0l67HP7gkmNBUzJV8/wH5+gcNshrKUVRE8cSOsxfaotzSSdll5PXUevp1y33gb1aI/kq3d65BM0klsRI4ftBIHYS4cSe2nTBcHa6Dcwhl++dtal0OokuvWKJCjEl9j2wQwcGtukrjqHvluC4ubJ4YQXY826YC/nJmEDEs5KjEpVVSylrqvPBFHAXFhG3xem0/eF6fUdYoNQX4egNwRBOCAIwi5BEP4SBMF5yb8JCewSS7eHrrCr9B0PvBp/H0L7dqLTLY6NL1p/HyaueY+g7u2QDDo0fgZ8WgUz8rdnaDt1CH2eu5HEd+8haly/M/Kl7Hj9OLu++SmzAkmnpeuDzSM9Uh8Cg30ZM7GTw+lptRKx7YO566Fh3HB7IsPHxjW5NVrl0TwUN3X6gV3bEjGkfikfa2UVxXtSMReV1Ws/XpoGQRAI7OJaJkKx2JrNzNsd9Z2RLwUeV1XVJgjCa8DjwKP1H5bn6PPcTcRMHkTKN4uxVlTR9pILiJk8yGWDTmBCGy7e8TkVGXnIVWYCOkadUdB2hT6oBRNXv8uqa1+m7GAmCAI+EUEM/fqRJlFX9DQ7tmSybOFBhz4qVVUZOKydSx2TpiJiSDcO//Cv0zqIqNMSOaLXWe9XVRS2zvyCfR/8jaiRkC1W2kwdzAVfPlwnZ/XGIj+3nKXzk8lMK6ZthxDGTIwnJKx5pOeaCwPeupNllzztkF6RfPV0uGZ0g+b3PYHHZGwFQbgEuFxVVdf1WzVoCBnbc4HKY/koVruq4vmgmKeqKjNu/YvCgkqn9ww+Gj787kq0HvbZPFtks4XZXaZTmZl3UuBfENC19OPi3V/gF3V2aZVFj3/PorU5lAUEozWbiDm8h5jcNKLH92P0Xy948AzOngN7c3n7+eXYbDKyrKLRiEgakcdeGEv7uOYdoBqbrH+3suXRzynZk4o+xG660fV/lzcb6d3GkLGdDvxaywBuA24DaNOm8VxgmhNnGyyaK+WlJkpL3VX6CBw7WkJsh5BGHZM7JL2OizZ9xOYZn5D2+yoUm0zrMX1IfPfus/67HNyXw697bCjBESAIyFodh7v2pzIgCGFxEpXH8pv8b66qKp+9s9ahxt9mU7DZFD5/bz2vfOhepvi/SOsxfZm6te/pN2xmnDaQC4LwL9DKxVtPqKr6z/FtnsDen+vWFlpV1VnALLDPyM9qtF6aFXqDxm3dvSIr+Po1fvt9bRhCWzLs28cY9u1jHtnfz18mOSsiarRkt+lEh5wUyo9kN3kgz80qp6LcdR9FXm45JUVGAoObR2OTl7PntIFcVdUxtb0vCMINwGRgtNoUdkNemgy9QUv33q3ZtS3LwTRZEAUiowMIb+Vew/p8ID3NuasP7ObNJT6BBNTBjLqhEWpb4lE5bemol3OD+latXIh9cXOKqqqua3e8nNfcfO8gIlq3wGDQoNGKGHw0BAb5cO+jdWvCOJcx+LipxBEEogbE4RvZ9Gml8FYt3BpF+wfoOZpaTFVV7VLHXpo/9VrsFAQhBdADhcdf2qiq6h2n+9x/dbHzfEVRVPbvzuHY0RLCIvzp0TcKqYnMImqOKSOtGEVRadsuqEHMK37/fjuL5+53lCdQVXwlhfd+uApdHXToG4OP31zDprVpLt/T6ex6KFde34dxFzW9AJiX2mmQxU5VVV37Hnn5TyGKAl17RtK1Z/MwIt6/O4eP31qDxWRf4NPqJG5/8AK69/aM2uMJLr6qBxlpxezfnQOCXbNJp9fw6PNjm00QB9i9Pcvte5bjN6Gfv06iVVQAPfo0fTrIy5njsfLDM8E7I/fSUBTmV/L4PXOclBh1eokX3plMq9YBHj9mRloxhw8VEBjoQ7ferT0uG1tfbrniJ5da5acSEenP659c0ggj8nK2uJuRN68rzouXerJ88UGHhdcTyDaFfxcke/x4VqvMru1ZzJ+9l28/3cTPXydRWlI38bXGIqFbhP1x4TTk5VQ0/GC8NAjntdaKl/8OxUVG/vp5J+tWHMHmwohDllWyM0s9ekxFUXnzuWUcOVhQnaJYsegQW9an89J7F6HRiCiKWu3/2VRcdVNfDj2ah8Vsoxa3wDPyL/fSvPAGci/nPGWlJp5+cD4VFWa3NnNarUiHeM92Me7blU1qSmF1EAeQZYWKcjNP/28+pcUmEKB1dADT7x7UZF2U0W0Cef7tScz5fTdJG45iqnJtACJ6SxHPWbypFS/nPIvn7MdotLj3ChVAo5UYdaFnTIhPsHdHNmaTc1CUbSpFBUZkWUG2KWSklfDqU0vJzy336PHPhIjIAG69bwgPzBzptra8Qydvu/65ijeQezkjLGYba5Yd5uuPNzJ/9h7KmkE+eOfWY249KwUBOsSF8uQr4wkM8qyIla+/rs4LmzarzKI5+z16/LMhoVsEbdsFOwVzjVbk+jsSm2ZQXuqNN7Xipc4UFRp5/uEFGI1WzCYbWp3EP7/tZsZTo4jvGtFk42rhxkhBkgQmX96dS6/u2SDHHTy8Pf/85tpx6FRkWSX1UOHpN2xgBEHgsRfH8cvXW1m/8ggWi0y7uBCuu7U/bWKDmnp4Xs4SbyD3Ume+/XQTpSWmaoOGE40wH76+mve+uqxBmm7qQuIFsRzYk+tkHCFKIsPHNFyrQ0iYHzfdOZCvP9mIINgXP0+kd5zGIgq0jm7ZYGM5E3x8tNx010BuvDPR7ofszY2f83gDuZc6YbMp7Np2zKXLjsVi40hKIR3jG18gqqLMzB8/bHc5rhvuSGxwze0hI9vTvU9rtm48ivX47PbN55ZjOqXtXaMVGT+leXVOCoJwqt+Jl3MUbyD34oTFIoOqOpr3qqrb8jQBwWXJX2OwfPFBTC4WHHV6CVsdmmA8QUBLAyPHn3SQefT5MXz0+mrKy8yAiiAKDB/TsdmpQXo5f/AGci/V5GaX8/XHG0nelwsqdIgP5aa7BhIVE4hGK9EhLpSU5Hynz6mq2mSldft35zhqnRzHYpbZvzvXIcA2Fu3jQnlz1iWsW3mE7z/bDMDKpSksX3SQYWPjuO7W/ueFsYiX5oO3asULAJUVFp5/ZCEH9uSgyCqKonLoQD4vPLqIkmJ7ZcoNdyZi8NEgHa/UEAT7zPf6OxKbzNYtJNTPpRSrJAlNamVmMtn4ftZmTCYbpiobZpMNq1VhzbIU1q040mTj8nJ+4g3kXgBYsywFi8XmmD5R7WVzyxfaW9vbxAbx8vtTGHVhJ9p1DGHAkFhmvjSeISPaN82ggTGT4tFqnS9jSRIZMa7pNN22bjzq0nTDYm4eZYg2q8zGNal89dEGZv+0g/xcb3v+uYw3teIFgJTkfCxm5xSF1aqQcuBkOiUkzI9rb+nfmEOrldgOIVx3S3++/3yLXTr3ePXIrfcNJiLS8wJZdaW81IzVzbpBeZmpkUfjSGWFhRceXUhRoRGzyYakEVn49z5uuX8wEa1aUFRgJCY2iLAI/yYdp5e64w3kXgBo1ToAjUZ0WrQURYFWUU0XEOvCsLFx9L8glv27chBFgc49WqHXN+2lHdc5DI0kIp/y+xREgYQmrLkHmP2zfQZ+4m8t2xRk7LrlWq2IIAhYLTK+fjrGTU5g7OSEJteL8VI79XUIekEQhF2CIOwQBGGJIAieFXz20miMHN/JpRmERisyZlJCE4zozPDx0dInMYZe/aObPIiDvd29Q3wo2pprBwLo9RKXXNUTRVHZvT2L72dt5o/vt5OV4VlBr9rYsCrVdZWRClaLgsUso6r2mfs/v+3myQfmNflThJfaqa9DUICqqmXH/38f0MXrEHTusndnNp+8taZau1oURW5/YAi9+kc38cjcY62owlxcjm9kCKKmaRZc3WG1ysz9fTcrlhzCbLKR0DWCaTf2ISIygLdfWEZKcgFmkw1REpAkkSuu7cX4KV0afFx3XP3LGdm7aTQiYybGc/V0JxlsL42MOz1yjxlLCILwONBGVdU7T7etN5A3XxRZIfVwEaqqEtshpNmZJJzAWlHF+jveIe3P1QiSiKTT0ufF6XS+a2pTD+20LFuYzC/fbHVak9DqJF754CLCIhrWtPqjN1azeV36GX1Gb9Dw4XdXNll1khc7DWYsIQjCS4IgZAD/Bzxdy3a3CYKQJAhCUn6+cy2yl59fQ7oAABJhSURBVKZFVVVW/5vCzPvm8tbzy/jr551kpBU3+ZjyN+0nc+EmTAWOqYfllz1L2p+rUcxWZKMZS0kFWx75jJTvlzTRaOvOyiWHXC4sq4rK5nVHG/z4cZ3PvAPXbLLx2TtrG2A0XjzBaZOJgiD8C7Ry8dYTqqr+o6rqE8ATx2fk9wDPuNqPqqqzgFlgn5Gf/ZC9eBpFVnj5iSUcqlGdsmdHNgf35/HIc2OISwhv9DGV7EtjyaSZmAvLEEQR2Wyh64OX0/elmyk7mEnu2t0oZsf0gGw0s+3pb+h43bhGH++Z4E6pUVEUbLaG70bVaiW0OhGr5cy6cXcmHaMgr4LQcG81S3PjtIFcVdUxddzXT8B83ARyL82XT95Z6xDET2Axy/zw+RY6JoSxbsURrBaZ+K7hXDO9H9FtG04pT7HaWDhqBqb8Ugfbmv3v/0Vg57ZoA3wRtRKyCwXdyqN5DTYuT5F4QVvm/bkH6ykBXaOV6NWv4dcjuvSIBNV1Z6kgguomvmu0IlmZpd5A3gypb9VKXI0fpwAH6jccL41NUUElSRvcP86nHS5i5ZJDVBmt2GwKe3fm8MJji8jNbjiThMyFm5GrLE7eYzajiV2v/UxAxygUNzNX39YhDTYuTzHuos4Ehfg6VLToDRoGXhBL2/bBDX78iMgWDBvTwaG6R5IE/Px1vPnpJfj4al1+TrYp3iDeTKlvndargiDEAwqQDpy2YsVL8yLtcBEajYhFdv9If2oqwGKWmffHbm6+d7DHxmGzyqxflcr6VUcwZRVga9ed0hbBWAy+BBTl0fbQLvwqSjHlFBHUNZaQXh0pSEpGsZwUzNL4Gej5xP95bEwNha+fjuffmczKxQfZvP4oPj4aRo7vRL9BbRptDNfdNoBOXcJZMvcAFeVmuveOZNKl3QgK8SW8lT/pR05ZHxGgbYfgZiPF68WRegVyVVUv89RAvDQNLYMMZ/wZRVE5sDfXY2OwWWVefnIJGWnFJxcB2yZwQmPV5ONHQWQbeq9dSGSfWADGzH2JVde8RM7KHYh6LapNpvsj04i//SKPjash8fHRMuHirky4uGuTHF8QBAYObcfAoe0cXt++OYOcLOenLQGYckX3RhqdlzOl6TsnvDQp7eNCCQr2PeNUSWCwb522Ky8zkZ9rXyALaOn6prFhdRqZaSWOlRw11QFFEUUUOdwzkatfnAyAPqgF4xa+SlVuEVW5xQR0jELje+Y3JS+OrPo3xaUPKcC2zRn06BPVyCPyUhe8gfw/jiAIPPzsaF5/5l9Ki6uwWGW3i10n0OklJlxce+OKzSrz9ccb2bQ2DY1WwmqV6ZvYhlvuHeSocw6sX3UEs9l18KhJaXAEYQMcu0x9IoLxiWj4vHJjYCmtIOXbJeRv3k/LhDZ0mj4B39aNKw/sShIY7MsV7t7z0vR4A7kXwiJa8PonF3M4uYB3XlpORbnF7bYarciEi7tQVWnlifvnUlZiokN8KJde08vB8/GHL7awaV06VqtSXZ2xbXMGX38scPuDFzjtsy5oz+NmlLLDWcwbdDey0YzNaEY06Nj92i+MXfAKrYb2cNq+pLiKgrwKwiP8CQism6l0RbmZFYsPsn9XDiHh/oydFE9MbBClJSYMBg0GHy2JQ2M5tD/f6caqN2joP6itR87Vi+fxBnIvgH1m3jEhDK3WfbCMiPTnyVcnMH/2Hr79dFP1l33Hlkz27sxh5kvjaNcxBLPJytrj5Yo1sVpktqw/yrW3mh1EmIaN7kjynrxaZ+Uajcjg4U0nl9vQrL3lTcxF5XDcsk4xWVCAlVe9yLSMXxBE+83OYrYx67317NiSUf2k039wW26+Z5Dbv52qqmxam8bn769HtinVPp3rVx5Bq7M7Kakq9OgbxfW3D6B1TEuOZZxMden1Eh3jw+jR15tWaa40z/5rL01GbV/WS6/phaKoLFuQ7BB0VdUeYH7+yi67UFZqQnTjgCNpRIqLHAvA+w5sQ/fekbWOKzI6gKtu7FPX0zinsFZWkbduT3UQd3iv3EjRzsPVP3/10UZ2JGVitSr2klCrQtKGo/zw+ZbqbQrzK1k67wBL5u0nP7ecn75K4rN31mGzKtUVnYqiYrPZ92G1KthsCju3HuOt55fz+EvjuOrGvnSMD6NTl3Cuvz2RGU+P8po0N2O8M3IvDlx0eXc2rU3DVHUyUAsCRLcNZMCQWLZuPIqkkZyaWYBqG7iWQe4XQhVZIfQU5x5RFLh6ej92JB1zqcqn1Yrc9dAwfHzPU89LFwG8GoHqmvnKCjNbNqQ7lYNaLTLrVh7hmul9Wbogmb9/3mUvM1Hh12+2oqq4NKc+FdmmkJdTTmpKIaMnxDN6Qnx9zspLI+KdkXtxICzCn2ffnEiv/tHo9BJ+LXSMn9KZp1698P/bu/PoqKsrgOPf+/vNkrCEhIRgCAkJYYcUKahYwi6IorigVqxb9VQttYKIK1attvbUDY/UqmirnmprPcfduhRxxQqyiS2gCBrZQhLCmoXM9vrHhCXMTBIgk1m8n7/I/Cbzu/NCbt685T4sK7hpJOzRN4A7JbiRxOWymXRWf1zuxh/1XW6bsaf2wZ3ioL7eR8B/MCE5XXYw+YQlcVGaNlqcHdvR+fiisNdsp4PMIcF9dzt31EUsYmYChrdeXcOrL6zC6/Xj9fjxev34fAa/v+UVMUzAtGlJXdU6kve3Qx21nNxOXD9nbNhrfQd2xemyG/XYIdhrHn3KwWR09oWDsezgyTN+XwDLFiZM7kdeYQbXX/kyu3bWYlnC4GHduWZWCZ3SU8nrkUHphqrGGzoFunbrGNPzN9tCyZOzeWvUTPz1XgIeL2JbWG4nI5+5+UB53qwu7SMmZZ8vwOsvfkngyMqnhLAsOXAyUFVlDeVle+iak5b07Z/oWq2M7ZHQMraJ7bv1Vdx35wJ8vgABv8G2LQp7ZXLDHeNClhb6fAFqqoOTm1+u2MKj930cMnzSrr2Lh/86lZ1Vtdxzyzt4PX7q9/lwux04nBZz/nAquXnpbfkWY6JmcyVr5r3C9s+/Iq1vHgOvO4f0AQWNnvPCM8tZ+PbXYasnHisRyMruwD1zz+Dxhz5h9aptOJwWPq+f4iG5XHNDSVJ/MkoEUa9HfiQ0kce/QMCwfPFGPloQPJR5+MgCSsYW4XI7WLKolGceW4zH4ycQMGR1ac+s28eR08z27Zunvxp21yDA6Im9uGL6yeyr87J4USmbS3eSm5/O8FGFpKaGr/3xQ7JzRy3vvrGWtf8tp77OS1VlDZ4WruveP0nZ1Di5CBT2yuTam0bzz2eXs2LJpkbzIE6nzQkj8rl6ZknE11DRp4lctZgxhscfWsTKpZsP7PJzuW2Oy0lj2pVDmXvPB42SiAh0SHPz0PxzcbkdGGNY/Ekp776+luq99QwcnMOU84uZddXLkYbXSUl18sQ/LmyLt5dwtm3dw29vfAtPvT/4aUbA5bRblMgdTosu2R2wbGHLxvBj3yLBqocOh016RiqVFTWYMEnf6bSY9+z5yTvpnACidrCESj7frK1k5eebG23V9tT72Va2h789sTQkgQSXH/pZ2lBF8bknl/L0o4v5bn0VleXVfLxwPbfPfAN3SuSP5YdOfKrG/v6XZQeqTwJgwOPxE2GFZ1DDtU7pqcz6zdiQQ6APZQwE/MGfYcW26rBJHMCyLfbsrj/Kd6GiSRO5CrF8ySY8ntDNOZ56PxXl4YdG6vf5qCjbS2X5Xj5asL7ROvOA31BX5yMzM/KE2aAhem53JKtXlR1e0RcIrvSJeBRfw/N37ajlgbvfp0vXYK/8WAjQOatlNXZU29JErkLYtkTs7aWkOMJeS0lx0C2vE2u+3BZ244gJGHbuqKWgKLQuSkqqg59empybfVpDpARsWxbnX3I8fQZk43LbYdvd7zeUb93L16vLCRzBMsTDudwOJp87sMmdvyp2NJGrEMNHFuAIcyK92+1gwuR+ITVPRASfP8BLz6/k0w+/i7gePCXVyV0PnM4vfv0TcvPTyezSnjETe/O7h8/kuNy0aLyVpHDiiB7Ydvhf1fGn92POvafy4PxzaWq+y9NwrJtIcNy8U0Zqi0oYi0CHjm6mXjSYM7WMbdzStUQqRH5hZyad1Z93Xl+L1xOsw+FOcdBvYFfOPL+Yor5dePrPi9mzax9+fwBjDD6vobysOjjGGmEYYMyEXogIJeOLKBkffgOMCjXt8mGsW1PB7l37qN/nw+m0EEuYfuNInE6bdWsqeODuhWHb/XDGBP8gP/L0eXz+6fc89ch/Ita4cTgs7n/sbDKy2iFNDsirWGuVRC4is4H7gS7GmO2t8Zoqtqb+bAhDh+fz6YfB4ldDh+czcHAOliUUD+nGg/PPoWzLbu64/l94vQczyP5kIhJM3l6PH5fbQWGvTCZPHRSjd5PYOqS5uXfeFJZ9tpF1a8rpnNWeknFFZHRuR8AfYN4fP4pYQzycmppgdcuBPTtQVFvGWjpjGopyIXLgZ3fBpT+ms24ESgjHnMhFJA+YAEQ++FElpIKiTAqKwp+BKSJUVdY2VOALXRFhDFx4+VBqqj30HZBNnwHZ2qs7Bk6nzcmjCjl5VOMTfb79pirsxHRTcvPSCfj8vFUyg66bKuhku9iR3Y3dGdnUd+xE0bhBTL74BHr2btta6OrotUaPfC5wE/BaK7yWSiDuhjXj4TgcFuMm9dHkHWU+X6DJNna6LLyeg39oXS6baT8fyqY3P2Pf9l0Ynx+3r46cTRvI2bQBRMjPrqZn79PaInzVSo5pslNEpgBbjDGrWvDcq0RkmYgsq6ysPJbbqjjRq28WLldoX8DhsDippECTeBvo2Scr4o7NXn2zOPO8YjqmuRFL6N4jnetuHUPxkG7s/F8pvpp9od9kDDtWro9y1Kq1NdsjF5H3gOPCXJoD3AZMbMmNjDHzgfkQ3Nl5BDGqOGXZFjNuG8P9d71HIGDw1PtxpzjonNmOi64M2XymosDlsrns6pN45vHFByambYeF02lx2S+Hk1+QwVkXhJ4w1LFnDo52Kfiq60KupfXWAyQSzVFv0ReRYmAhUNvwUHdgK3CiMWZbU9+rW/STS22NhyWLStmxvZbCXpkMHpYbcbmcio4N67bzzutrqCjbS+/+2Uya0p+s7A4Rn++rq+fFHtOor9rDoctd7HZuJrzxe3LGDmmLsNURinqtFREpBYa1ZNWKJnKlYm/XVxt5f+qdVH9fjmXbYAknzZ1O78snxTo0FUGkRK7ryJX6gUrvl8+5q59m97pNePfWkVFciO3SSpOJqNUSuTGmoLVeSynVdjr1yYt1COoY6UCmUkolOE3kSimV4DSRK6VUgtNErpRSCU4TuVJKJbiYnNkpIpXA91F6+SxAKzA2T9upedpGzdM2al5rtlEPY0yXwx+MSSKPJhFZFm7BvGpM26l52kbN0zZqXlu0kQ6tKKVUgtNErpRSCS4ZE/n8WAeQILSdmqdt1Dxto+ZFvY2SboxcKaV+aJKxR66UUj8omsiVUirBJXUiF5HZImJERE+RPYyI3C8iX4nIlyLyioikxzqmeCEik0TkaxFZLyK3xDqeeCQieSLygYisFZHVIjIj1jHFKxGxRWSliLwZrXskbSIXkTxgArAx1rHEqQXAIGPMj4B1wK0xjicuiIgNPAqcBgwAponIgNhGFZd8wA3GmP7AcOBX2k4RzQDWRvMGSZvIgbnATYDO5oZhjPm3McbX8OVigkf1KTgRWG+M+dYY4wFeAM6KcUxxxxhTZoxZ0fDvvQQTlR72eRgR6Q5MBp6K5n2SMpGLyBRgizFmVaxjSRBXAG/HOog4kQtsOuTrzWiCapKIFABDgCWxjSQuPUywQxmI5k0S9qg3EXkPOC7MpTnAbcDEto0o/jTVRsaY1xqeM4fgx+Tn2zK2OCZhHtNPdRGISAfgJWCmMWZPrOOJJyJyBlBhjFkuImOiea+ETeTGmFPCPS4ixUAhsEpEIDhksEJETjTGbGvDEGMuUhvtJyKXAWcA441uKNhvM3Do2Wfdga0xiiWuiYiTYBJ/3hjzcqzjiUMjgCkicjqQAqSJyHPGmItb+0ZJvyFIREqBYcYYrdB2CBGZBDwEjDbGVMY6nnghIg6Ck7/jgS3AUuAiY8zqmAYWZyTYS3oW2GGMmRnreOJdQ498tjHmjGi8flKOkasW+RPQEVggIl+IyOOxDigeNEwAXwu8S3AC70VN4mGNAC4BxjX8//mioeepYiDpe+RKKZXstEeulFIJThO5UkolOE3kSimV4DSRK6VUgtNErpRSCU4TuVJKJThN5EopleD+D9K1gTYFSHYNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plt.scatter(X[0, :], X[1, :], c=Y, s=40, cmap=plt.cm.Spectral) #绘制散点图\n",
    "\n",
    "# 上一语句如出现问题，请使用下面的语句：\n",
    "plt.scatter(X[0, :], X[1, :], c=np.squeeze(Y), s=40, cmap=plt.cm.Spectral) #绘制散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X的维度为: (2, 400)\n",
      "Y的维度为: (1, 400)\n",
      "数据集里面的数据有：400 个\n"
     ]
    }
   ],
   "source": [
    "shape_X = X.shape\n",
    "shape_Y = Y.shape\n",
    "m = Y.shape[1]  # 训练集里面的数量\n",
    "\n",
    "print (\"X的维度为: \" + str(shape_X))\n",
    "print (\"Y的维度为: \" + str(shape_Y))\n",
    "print (\"数据集里面的数据有：\" + str(m) + \" 个\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/xieyipeng/anaconda3/lib/python3.7/site-packages/sklearn/model_selection/_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "LogisticRegressionCV(Cs=10, class_weight=None, cv='warn', dual=False,\n",
       "                     fit_intercept=True, intercept_scaling=1.0, l1_ratios=None,\n",
       "                     max_iter=100, multi_class='warn', n_jobs=None,\n",
       "                     penalty='l2', random_state=None, refit=True, scoring=None,\n",
       "                     solver='lbfgs', tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = sklearn.linear_model.LogisticRegressionCV()\n",
    "clf.fit(X.T,Y.T.ravel())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "逻辑回归的准确性： 47 %  (正确标记的数据点所占的百分比)\n"
     ]
    },
    {
     "data": {
      "image/png": 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0Xdg7GGRuxiRdKvUQiWp0dPswTbcWUCAg+AMaxaLD3ExtZ2Q0Xr08CAQ1Bg8HSSVtLNO179cqiaCUW6G07hjXKYa2U7AsRT5nY5qKfFYhmhv7H7qBFZbPr9HRvX5Y7PLSxpWhpoFTx0WQzTj4/d7ccjfgKQCPTUUp16yyvGS5TsYmnc5uH109lcJH1yEYvPa736/R2m4wP2uVZ5UiuLPWOklHmiYkmtxHOBbXGRkq4JQqRIi4/xxFXXOGCCSa6tiedgBKKeamTRbmbdKxJsYHjlAIR2meGadn9CKdLTat7TcRx1nvejdwbL0aQiJ4uQG7CE8BeGwqa52t2YxDatmmp99/Xedga7uPSEwntWShgHjC2HA2rz+gse9gkOSSRbGgCIY0bFsxW2NVsUJPvx/fDp6pppZtFhdsZrv2cO6+x3E0DTSNpdZOxvffxQM//CqJJnXLtYBWiMV1lhdv3SQWie7ce+pRiacAPDaNQt6pEP7gzsYzaTfCJBy5/mw7GNQIdt1cBq+uC82t12bEuZyDYFXNbEWgu89HJKqxvGSxtGCVQkN1mluMchG7RrMwb2EjnL/nUZxVzhTH8FEQYWTwGH3Jt8qroFulvcNHNu1gWapiFdbeaTA3Y9Ws6AquOUiV/u/bE/DyAnYRngLw2DQyaaemw9ZVAvaGFMBmEgpphKMa2VXjEnHbIEZjOtOTJslV0UHzsxbJZZu9+3eGEHNsyEYTqBoNcJRuMNe1Fy399qZdTzeEgQMB0kmbXM7B7xfiTQamqVB1Oq3FExqJZrfLWDAkXgjoLsNTAB6bhluDpjpqp5F24d5+P0sLFsuLdsmspNPc6gq1ZI3QULPoOpQ3a1Z9s2T0ELMH9pAsGKg6QtUwi5tubtE0V+jHm1ZvA79fqpr/iEBzm6+uj8Zj5+MpAI9NIxrXmZ4ya3oT44nGPGoirllotWkIIJe13TTiGu0sMymHRBMN40z8IC+1ngQUylE4orkt0rTKwncnUhe3ZaUiIvQNBBgfLVDIKSg52Du7PeG/2/EUgMemoetC3x4/4yOVweTdfX4Mn5DPXWtSHk/oDXXAGobUD3uRxjWWXPTFeKn1xLW+xyu3SCk0y0SUwtF0Dsxd5C5rbNvGZRjCnoEAZlHhOIpA0Mv4vR3wFIDHphKO6Bw4EiSXde3uobCGpgnTk0XXDLPK3t7R7ZYwbsw4tbqNUIr1+hxvAxeje90Z/xrEtui7/DbxpXliS3O0B4tI3/aVu04uW8xOW1imQtPcWkFuIxpPCexmPAXgsem49WeuOS5zWbtC+INrapmZNInGdHc2vs2s1wWrkQrAEQ1Vo52XAIF8jrbpUQCM2Pa9upm0zdT4tebxjgMLcxaOo+i4yYgtj52BZ8Dz2HLWhoaWkcaVYlhJFKtFI7OD92XGMFSNeyJCa0n4u4XXti+ianVy3gpKwdKCjeM0Tll63DqeAvDYcupaCRooO0SEpha9ZkP7ltbGZQd3FhYYSI+hrTS9Vw6abbHvndcJFbLoBvTu2foENsdRZDM2k2MFctn6tX1sy1MAuxnPBOSx5cQTBksLtVcB0WjjhG17pw/HdlcoKxFBza0GTS2Ney1Oxw8xFO3DQbHS2f1weohHtMs4+wP4A1sba6+UYn7OYqHGrH8tIjTEfOexeXgKwGPLCYbcap8Lc9YqsQZdvb6GmltEhK5eP+1dCstU+HzS0CzglBHm5dURQO4ouRDbx/HoZVqKy1s/hmV7Q8IfcCu47oCEOY+bx1MAHttCW4ePeEJ3w0A1IRZvjPO3FrouDS1gZluK2RmTsy0DODUkryMaQ5HebVEAszPmhoS/4XMVgMfuxvsLemwb/oBGS2Dnu52UUuSyDtmMg24I8YS+ZQpCOYorIzZTzf0sJ9rr+EXU+mFLm4RZdLA22M/Frbi6MxS4x83jKQCPhuI4itSyTTbj4PMLiWZjQ92+tgqlFGPDxXIegwjMTpv07/VXNVDZDIacFp574gn32ppWs+6PphSDmdFNv/ZaFm+gh3N4C+6Fx/bjKQCPhmHbiuErBSyzVH1S3Pjyvr3+bS8ct8LSolUW/gBFw0+yuYNUqsC9oRTaJs56bYRn978X27cmll4pxHEQUQjCQ/NnaDLTm3bdemy0h7OmQVuHJzpuB7y/okfDmJ81MU11zexR+nFy3GT/wcaUGlhdIG5k8BhDR+5FSnWQz6oin5h8joS1OcJ4MtSOquNEjaQWOZy+ymF7kpiV3ZTrXY9wWKvbIzkYEmzbPaal3fA6ft0meArAo2Gkkk5Nm7dtlaJy/I0zBS22djF0+F6UbqBKi5Gs8vGVzif4xfGv1cjVvXEc0WqfR4RgPsv9+UvbqgRNs/YKIBbX6en3Mn5vRzw17tEw6kUQKnVj9ujNxK1tD6P770Lpa8xQIuQCYS5bLZtyre7cLKpG3R/dMjluj26r8M+WynXUoqPbmyferngKwKNhJGpk4q6wOG+vm4G6VSSadMJRjVwsUTeF+Yq/c1Ou5VM27515Gd2x0ErlHwzHpLcwy8H8+KZcY6Os7Y2wgmhuW0+P2xNPtXs0jOYWg+VFu27xteSSRSi8vaYHEaG330/CTpNT8ZpKQEwbbtBH7TjK7ThW7nes09ru40BmlPbRRS7E9lLQAuzNTtCXm9oUE5OHx/XwFIBHwxARDAOKhdr7LbsxdWZEhBOZy0zFe6r3OQ69+WmIbPx8SinGrhbI56/12l1asMmkHQYGAySsNA8ubl5rx5shntBrrwIURBpYrsNja/FMQB4NZb1iko3sNjWQm6Q1PYvY1+ziYls0L0xx0L90Q+fKZZ0K4Q+l9pOmIl0n6ma7CYU1Es2rTHIrXb96fA3NkvbYWhq2AhCRfuDPgC7AAb6glPr9Ro3HozFEIjr5bG2HbyzRuJmnAD818xxvhAa5EN8HjmLf3CXuN4duOFEtn3Nq2teV4/ZKiMUbP8MWETq7/SSa3K5tmubef5/PmyPezjTSBGQBv66Uel1EYsBrIvIdpdTZBo6pJvP+BG80HWUh0ERrYZH7Fs/RbCYbPazbgqYWg6UFi1UTbUQgHNUaWi4aQMfhgdxFHshdvLbxJt4Yn19DK7X1XY0I2xpPrxxFctkmuWyj6dDUbFSZd4IhjWDIE/p3Cg1TAEqpSWCy9HNKRM4BvcCOUgCTwTa+0f1ebNFQorHki3E10sfHJr5PZ2Gh0cPb9RiGsHcwyNy06TaHEXBsyKQdrqYL+PyuU9a/C2oI1SMa1RANd527CpHtW+UopRgdLpDPXTNFZVJFmlsN2jt92zIGj53HjnACi8gAcC/wUo19nwM+B9DpC23ruAB+3HYflnbtNinRsETj+bZ7+anx7970eVNGmDOJQ8wGWmgpLnFi6TwJK7MZQ951+HxCd5+fYtHh6qVCWUAp3PaMo1cL7D8U3JXFx/I5h1TSIhzRyKQdnNJKxx+Anr7AttnX00mnQviD64dYmLdoata3vMHMduAgTIQ6KGh+uvKzROx8xf7LkT7eaL6LrB6iMz/LQwtnaDZT5f1FMXil5TiXonsBOJAe4cGFM+jK5nJ0L5ei/fgdk6PJK/TmZ7b1u20VDVcAIhIF/hb4p0qpKruKUuoLwBcAjoSattUooIB5f1PNfbOBm08GWvDF+XLv+7FFw9F0poOtXIgN8PGJZ+lYZ1VhisH52ABTwTYSZoqjySv4lIWmHHy12gjuMpYWatehdxw3Fn0nRKM4jiKTdqfy4Yi2rgCfmiiwvFjt5BWBUEjHH9g+hZZK1WnLqWBirMiefYFdqWBXWPAn+Fr3e8uTNVt09qbHeHzuNYJOkVOJQ7zacnd5/9VIL+PhLn567Ds0mSkchK/0vo9FX7xckO9sfJCxUAdBp8hcoBlL84FSDEd6Obn0Dg80OHJrM2ioAhARH67w/09KqS81ciy1EMDnmJh6dSx6wNlg3dwaPN92L6ZmlGPMV1YVP2y/n5+Y+jGnEoeZDrWRKKa4Z+kd2opLzPvifKX3KSzNQImGODavNx9DUICiLzvNkzMvEXKKNz2uRlOvFLECrB3QejCTthkfLZZj9JVyo2QSTdWvUTZjlYV/sqmNq4dOko01EV1eYO+FU7C8QKJZ35IKo7Uw1nnT8zk3GmknOKNvBgU83fMkBc1fkbcxFO1nKNJLd26GyXBXZU6HaFjAa8138dTMSwyHe1j0Jyoysx1NJ+mLkgLsFSuACJYYvNl0lKPJy1WrjN1GI6OABPhj4JxS6ncbNY7rcXz5IqebDl97AADDsTi+dP6mzzkVbK+ZYDTnb+aL/R/GKfkb5vxNDEX66M7NMB7upBybB+VZiiqJo9FwN3+x9xPcs3iOI+khfI7F8633MBTtB2AgM8ajc28ScuoE3e8AIjGNdK2ZqnLDFBuJbSvGR4pum95V26cnTEJhrcqZuzDnrsgW27o589BTOLoGopEPRVjo6OXkC9+iKbmwbQog0VS/LSfA8qK1oxWAKToXVla/xRRHU1fKwveNpiNVwh9wfxe9WviXUKIxFWxzz9F8tPwurcYRveZnNRwmQh0cTI9swrdrHI1cATwG/CJwRkTeLG37vFLqGw0cUxUPLL5NVg9yKTaArmxs0TmUusq9S+/c9DkNZWHXSSW1Vz9wouEIjEe6KRenr4cIDhqvtxzjzeajpZWLz32AgSvRfqaDrfzcyN+hNzq8pg6xuM7CnIVZvGarFoF4k04+5zAxUsSyFaGwRnuHb1sdw+lkbRObUm4bxdb2yrFYljv7v3j8IZzV029Nw9E0Lh1/iH3nvrll411LIKjR1KKzOL/7TIU5LcCX+j5AXvdjaT50x+Z08xGenH4Rn7I4kzh03XejHnEzg4MwH2iuf1yNd88SnVl/M/sZQ1/r3d9FNDIK6Eew8zPeNRRPzL3KwwunSfkixMwMwVs0sxxbvsSpNauKjQj461I6xhGdgmgVn3FEJ68HGY70sj8zBrjhrRk9RFtxkaBdZDzUybIvSktxme787Lb/cTRN2LsvwOKCRWrZRjS3XEQuazM5ds0+lE46ZNIFBgYD2xZGuTaEs3JftUINhXXyeZtsrLYPKZ1oIV7DdLSVtHf4aq4CRNwieNvNxWg/r7ScIG1EiFoZHpo/zYEajW9eaTlO1giWJzO2pmOj8+2ud+N3TIrazUUxGY7FvUtn3Qi/egfVee+UaJxNDDIdaucT49/btUqg4U7g3ULQKRIsbI59/b7Ft0n6ogxF+tCV7T7A2+CAM8VgwZ+gOzfLN7ofZ8kfR5SDLTqGslCi4SBoKBLFFB+f+D5+tb1VOTVdaG330druvtSZtM1SDUeqcmB2yqR3T2BbxhWJasxOV28XgUisejXX2uZjccFGt8zqhi+A3yoS2ObQVtGE3j1+xkfc53hlzhGL60Rj2zuWi9E9/KD9wbJTNuWL8t3OR5hItvPuuTdYLZKvRnrLwr8CEYo1/HMbQiken32FvpwbzZMwUyz5E1XHrPde2pqPBX+CC7EBjqau3Nw4Gszuj/3ahegonpp5kU+NfJ0PTD9Pc/HGSguUucE+sT5l0WQm+W7nwywEEliagan7cTSdoubH1HzYmoFZerBfbrn75sa1icxM1Ve6K9E424E/oNG8pnqpCETjOqEaiVOGT9gz4Kd/6CzaGu+24Vjcm7x5E+KtEInqDB4K0tHlo63DYM++AN19/m2PAHq55URFeDUAIpyLH+DbXY9VzMj1LYhway4uV9jv3zP7GoZjlZv/yAavaWkGrzXfxffbH2Qo3Iuz840aFXgrgC0iZYQRpYjaubrHRO0c0VyOg+kRXvPFKk1CG2W9WYpy3Hq+gCgHv2PSlZvj2fZ3Vc+o1pzD0XQuxgZ49/wbNz6mTaReoThwv7rjKLR6jQU2mfYuP5GYTXLJxlFuAbVItH7nsnBE53G5zI+TMa427UVTCkeEY8sXObF8YVvGXAvdEJpatubVnwq08nzrPcwHmvE5JgOZcU4un6+It1dA2gjXPoEI46EOpoNtdOXnADiavMzrzceu/37Usm3VQHdsHpurfK578rP89Nh3eLPpMIv+BB35eTTlcC5xoFpRrblmxghzIb6fS9G9tBUW+cmJ7yEo5v1NWKLTXljcsSYiTwFsMvP+BM90PkLKiAIQs9J8YPoFWorLdWVl9tkAACAASURBVD9zbPkSF2L7SBth92GrJdRLD7emHDQUCuH+hdPkjDDvxPdjisFKfIquHI4kL5MxIgxH3IqWe7KTvGf2NSzRS6Gj18epZ/8EJoId5IwgHfl54luYwGYYYDWmN0xNwhF9Q/2KTTF4tuNBroZ70VAYyuLehbPclRrCt81mte1iJtDC0z1PliPUCprO+fh+LsT3sT89yvtmXkIrxdpErBwZX20lYInORLCjrABOLp1nJtDKWLgLDeU+6zXej97cNB+a+iEZPcTZ+AEmQu3kNT8K1/Fui05LcYmHFs7QXTr3aprNJE/OvlL+3UEwNR/vxPe7G2q9D6v9bJrOTLCVv+z/sBvxpfsRBYLiyZmXGMhO3MDd3B48BbCJFMXgq2vikZd8cZ7ueZLPDH+t7ovvVxY/PfZtLsQGuBDdy2ywtSIkTVM2nbk5PjD1POORLmzR6M9OErbd6fGj82+y5ItyJdKPI8K+zDitJYWzIupXzuYg+ByrelazRumIchjIVDclSRoRvtrzBAU9AMpta3goNcR75l6rWPwWNB8vt9zN5egeAA6kRnhw8cwN50+0tBnMTNW+b6Gwtm2z/9VYpmJ50aJQUITCQqLJQFuTEPZM58OMhbpwNHfuZ2HwausJOgsLdBXmt33Mm4GNMBzpZTbQTMJMM5gerXimf9R2b3WHMxEUwtVIL+/E9nFXyVb+0MJpnut4sKZt31AOwVXhyjqKD03/mAV/gtlAMxY6L7bdUy7PoikbXTk8OvcGhnJIWBkeWTh1y99XQ/HwwinOxwbKSq2CWhM1EdK+aPnnFb7b+Qg/M/rNLZ0s3QyeAthErkT7sddE3yCCLRqvNx+lMz9PV34OXdkMRfrI6UE683N0FubxKZtjycscS15mNNTFj9rvJ2WEy7P5h+dPo+NwoE7ccZOZ5r6lc1Xb14pHDdf59d3OR669QI6FIzq6Y2FrBoZjEnBMHpmvfom+3fUYGSNc8aJfjA3QlZ/jUHoYcJXMl3ufImlEccpZlfs5HxvAr0xaC0s8Mn9qQwX1mloMzKJicaHSJqsb0N27/TVs8jmH0atuuQqlIJ2ChTmLvYNBDMO922ktyFios/zdV7BE483mI3xo6sfbPu5bpaD5+HLv+8kYIUzNh+GYvNR6gk+Of5eEmQZKWfN1Vo22ZvB24kBZARxKD2NqOj9qe6DGZxT709XRQC3F5fJKui8/zanEYRb8CdoLC5xYvkDMym7eFy5hioGG4oa8EDXugSPCO7F9PLT41qaNbTPwFMAmktVDWFJ9Sy0xOJ04jB538wjcOZFylQVCyMrzxMxL9Jfqi/Tnpvj0yNcxRUcvmXw2k4HsBJ8cf4YziYOkjCi9uWkOpIYZjXSz6IvTXlxkMD2KscYRljQiLPliVbM8q/RyryiAkXA3GSNcIQCVpmMpDUt8ZPUQY+EuPjb+fXoK1Uvx1YgIHd1+WjsckssOtqXwB4RoTG/I7H9yvFgREmqJTl73MzttlhXSRNqP2E51iIVoZdPgbuOV5rtJGpHy39TSfFhK5/vt7+KTE25NLEPZFNcRKfaa2f6x5BVai0m+2flY+by6svmJqR9fN9Q6YaZ5fO61W/lKGyJi5/A7JrmqFbNT8ulsLHnOEZ2sEdyCEd4angLYRNoL8xjKwpLqmalrCig9LGuWjlkjxDd7Huf40gUeWThd3r6V9X1ai8s8MftqxbZjycvrfsbSjLr+A3NVLPZ8oKnkk1hDOcHNVYHf63yYXxj52obGq+sazS2NzwZeaV/piHDlrgeY2HsYBDTb5tGlUxxJXsEem0cdrR6rODbdud1ZROxybE/VigbRmA22UBQDv7I4krzC6aYjtTNnHYvBGrP6rvwcvzT8NHOBZgDaCoubPuG5FQR4fPbVNStmG5+yeO/My3yn6zHXXLv6O9cwDRmOSX92ansHvwG8MNBNpC83TWthCd1ZZbOuYydc+7sjOm8nDrK8g2eITcVk1aoAQHcs9qeumabiZmZDjs6MEd5Br/r1Wf1nWxH+jmHg6AaWP8DzbfdxNdKLZlrsuXS6MvzTcdAti3tuIYN8qzFFpyg6VyJ9vBU/wNyqQoiyTsjxym15aOEMCTN1LRqn9L84NnEry8k6311D0VFYoKOwsKOE/woD2Qk+Mf499qdHac/Pc3z5Ij8z+k32ZSf4e6PfLoWPuu+F7liuT2KVDDAci5biMvtq+NQajbcC2EQE+Njkc5xOHOJCbABTM8hrfpxas+E6jIa7SCQvseCLMxVqJ2zl6M9O7YgwMq0UzfCdzsdwSkrLcEyiVq4irHFfZowXWk9iiV7tFFxDPSPOnL+J+UATcTNNV35uR0RXa5oQjmqkslIW/quxNIPXWo5xv/8Key+cJpRJMXrgOEV/iOa5SQ5dfZNoz86LAJoOtPCD9gdZ9Mfd2axSSGm92p+d5P3TL3AwdZW3EwexV60CRDl05WbLyl5H8TOj3+JStJ/zsQEKeoCIlWMwM8pgegRDNf4Zvlnai4u8f+bFqu2t5jKfGfka78T2Mxdooq2wyOHUEJOhDs7GB7HE4EB6mCOpKztSuXkKYJMxlM19S+e4b+kcRTH404Gf3PBnpRQu+N2OdzEU6QNcoas7Np+Y+F5FLHWj2JOd4u+Pfouz8UHSRpj+3BQH0iMVKwND2fzU+DM82/4Qk6H26iUygFJ01TCHWKLxza73MB1sYyWGKW5m+PjE92+5BMdm0N3rJzOh1dVcGSNCR7eP8ZEineNDdI4PAe7X79vrhzo1oBpF0ojwtZ4n3FLHK4igcKtljoa7eSe2jwcW32Yi1MGyP4YtGrrj4FcmT8y+XHE+HYfD6WEOl/xBtxNrI+pWCDpF7lmuXN3sz4yVS67sZDwFsIX4lcXR5BXeThysHddfZSt1S81ejfSVk15s3KX5t7rezc+N/t2OmAknrPR1w+xiVpaPTz6LJTpT/la+0fs4ilKElFIE7CIfmvpR1edebT7OVLCtIulnwZ/g6Z4n+Htjz9zQSkgphWUqNF02rfGKYQgH+xUv1HJ4KkVbfoFIVKd/wM/cjEWxqAgEhLYO345stfhW4mCVc3Y1lmZwLj7IXakr/PT4dxgPdTLvbyJmZdibmdgRK9OtJqcH+FHJvKcQ9mYmePfca7u+FDR4CmDLaSsulaqIVqe9V6AU7fl5Xl7VtOLasRoZI0zSFy2H3O0WDGXTV5jhF68+zdn4IIu+OP25KQ6mR2ouic/H91VnfIqw6G/iqz1P8ImJ77Psi5ExgrQVluquClJJi+kJsxyxE4lqdPX6N0UR6AIPL5zm+bZ7r/2tlBvZ1Z2bxkEIhXX6B3bWbL8Wa2vg18JZySbH9XP15WoURdrFKGAi1MGF6F6UaBxIDdOfm0K4FtKcMsKokqIcjvQwG2zh08Nf3/UK0FMAW8x6Hb7WMhnqWKf4lFp3prbTCTlF7q+Rp7CWemWyEbdk7xf7P0zWCKGVitidXDrHA4tvV6yM8jmHyTGzojJAOu0wMVqkf2BziscdTV1By+Z4vvN+ikE3o1WJxutNxxgPdfHRqR/sSJvvWjryc4yFOus+d5pjczB1dXsHtc38sO0+3ontdxWhCFcifQymR3hi9hVGwt3k9GBZ+IP7dy5qPoaifXXzcnYLO29NepvRUlxmb3YCw7mO809q2MlX4XMsmtcpJ3G7sDc77tYwqoGlGSR9ESzNoKj7sTWdU01HeK7tfp7ueZJvdT7GWKiThbkarSWV21ZydrqIbd+6YFZK4VyexPIHKv52tuFjItTBN7ofr4ii2YzrpZZtxoYLjA0XSC3bqBssBliLY8lLrv+m1rmUoqW4xPHkpVu+zk5lMtDKufgBN9N35W+oGVyM7mUm0MKSP45VY+Jlaj4WffHtHu6m460AtoGnpl/kbHyQs/FBCnqAnB6oXHavU9BNd2wExVPTL+4I+/9W8/D8KYbDPW5eQU2/SeWcxdYMzsf3u9uVYjjSg68lR9fIJfovn8VnVlaTW5izWVq02bsvcEsNZcyiYq6py60euVY+aBrjoU6+0vsUj8++cstdo5RSTI6ZFd3Sspki0ZROT99NlkMuEbYL/PTot/lK71MUdH/ZRwOKu5cu8PDC6V2xkrlZXqlT8VaJxtVwD52FBQxlY6557nyOSbO5+ydkngLYBjQUx5OXyjOp89EBXmw9ian53FdLuJYktoJySBRTHEoPczh1lcg6VUVvJyJ2nk+NfIO/3PsxLGq346ti5eUsJZgVgxFGB48z1X+AB557Gv+akqKODVMTJnv23YI5SMCo18S4NBZLDH7Y/gD7MmO3FALp9uytbOSilNulLJdzapajvhGarRS/NPwVhiK9DEd6CFkFjqSu7Iios61myR+vX75CdPZkJwlbeVI+rZz1K8ohYBfZl955cf03iqcAGsDh9FUOpa+S1wMYtslf7f0YWT1Y8SAayuF9sy/fkA/hdiHsFPjk+DN8q+vd5PQgoNzOT+LD0jdW/0fpOsVgmFee+CSDZ1+lc+xyxQoql3VQSt10HXyfT2hbnFw3QWqFOX/zLRWAy2Zq9/JVCrJp+5YVALiTlMHMGIO7IHRxIyjc6LGC5qe9sIihLM7GBznVdJiCFqArP8vD86eJmxlyRqjmOQ6UAhV+cvwZnm+7l6FIPwoYyI7z2Nwbu94BDJ4CaBgChErVPD868Szf6Hmv2xlMKRzReGTuzTtS+K/QWlzm0yNfZ8kXwxGNluIylyP9PNfxEJZoJZOPA7VyDFYQwQyGuHDiYTLRBIPvvF6x+8JZN4wvGtPo7vPfUG0hESEcgBMvfofTD78fy/CDVi2IFYL/BiugrkXTpWyZcURYbOvB9vlonp9C03dfj9+tJq2H+Eb346R8UUQ5OKLRlZ9lOthejtoaCXczGergXXNvMhdorkhwQymaikk6iouAG8Dw1MxLwEsN+DZbi6cAdgAtZpLPDH+V6WAbRc2gKzd3Q60YF31xXmu+i7lAM01mivsWz5aVR8oIMxlsJ+gU6c1O7diG8LUQqDBDHMiMkphIczpxiLQRobmwxIX4vuoQ2zU4ho+xwbvYc/ktfGZ12Gg65XDlYp79BwNoNYR4PXI5h7g1x6Pf+iIjB+5m+NBJlF6ZKRu1Mhuqelo1ZkeVfMtCLK4zO2WSSrRy6pEPlP1HjqbzwPwZmlPnb/j8tysKyu1OV/vZxkNda6r0uoluc4EW7lt8m9ebjyEoHISW4hIfmfzhto+9EXgKYIcgUG6AcSPM+pt5uvd95UJVy74Y46FOPjD1Y0bDXZyLH0CU26hOVzYfn/g+LTchkHYK7YXF0mzMpaO4wI/b7i819q6/GtAch2y8icR87WJstgWjV4vs2RfYsFlI0wQbhaYUAxdPozSNkQN3ozk2miYEnQIfnvzhDTnvC3mHqYki+ZyrqGNxnc4eH917AvzoyAew/JUVJd9oO05PcW7X9hjYbCaC7VXCvx5KNKaDrbx37FWOJS8x728ibOdp2qW+j89/9B/V3/nW12tu9hTALueFtpOViWMl5+P3Oh/GFq20tHVnpaYy+Gb3e/j0yNdvm4iiI6mrDKZHGQ138VrzcRb8cWqahXSNnliRzDpyMp9TDF8u0N3nJxC8vgBpataZm7kWcrrv/Jv0Dr1DobuDvlaHzsL8Dd1ny1IMXylU2PtTSZti0cE4tgeM6nBESzTOxffTNespgJweKPUTXr9zVxnllIV9wDHpyc9u8QhvjEfP/Dqvzw3xa/+2a8uu4SmAXc5soLXm9tVdycqIkNZDzPubaKvRiD6v+TmdOMRIpIewlefE8vldkfXpUzb7M+Psz4wzFO7hu52PViTNaY5NV36OvkiBi7obBVSPQkExMlRgYDCAz7++EmhuNcoROisyJyoFjgZnMAo3rmLHRwo1nb3FgqJo6lDLfCcaRe3WQkFvF04nDrv9OOoIe4GKlYGhHO7dQHLiZnHPh12zbvh3/hlP/PMNRPX98xywdcIfPAWw6zFqtXdcByUaC/5ElQLIa37+pv+D5DU/tmYwH4DJUDsPzZ/m7uTFzR72lrEvO8H7p5/nB+0PYGo+HIQ92cly0bKOTh9TE+s7ZR0HFuctOrrXF6wiQk+/n2LBIZ938Pk0giG5qciiXNYpm33WooCWpWmcPdUKyXBMBjPVdfZ3Eys9pucDTSTMFP3ZqZvKPRgLV3dhcy+gCNk5+rPTXI7uQYkQtnK8Z+412guLt/4FgC/+4c9z6ukNJv5tRPhvE54C2OX05tyHumbPgToJZrUyGN9KHCwL/xUszeCl1hMcSQ1R1AwuR/dQ1Hz0Zadu2LyxnQxkJ9g7/DRpI4y/1N5yhUSzQbFoszC3fghfro4wroU/oOEPaORzDksLNrrBhjqWKaXIZhwsU5HNrrMsURDzWTwy9yYvtN2DU/L3GI5Je36BfTUarewWzFIf7UV/DAcNHYegXeAnx797w8XWIlaWOX9z1TMvKD468QNazSSPz76Gpen4HXPd5/fRM78OsLGZOsDTNzTUHYOnAHY59yyd40q0v8ruKY5d1xGmaiiF4XB3dRE2QFMOb8cHebXlOOAmx5xqOsLezDhPzezc7GSBuj1i2zsDhCM24yPFmiYXgEBQcBzXvGNbbgP6etU8KzJ1KVWGwKR/IFD3M6mUxcTIxsJD/X4hGNQ4lrpMZ2Gec/H9FDQ/+zJj7MuM78pMXQdBULzccpx5f6I8c3fQsUTnufYH+cjUjUXinFi6wHioq6Itq6ZsOvLztJpJ7vmwxUe0f7Kxk+2gWfpW4imAXU5bcZmBzDgjqwS47ljErIzblH1NHRND2TXrlEfsHHM1VgyOaLzWcqxyZSAGw5EerkZ6d2SXo40QieocOBJkZKhAIV8pQEXc6qGXz+dRuAspJUI8qtHd56sy8SSX7YpMXaVcs8b4aJH9B6ujipJLFpPjG88NcPsIuLQVl3jP3OvrHL2zmfcn+EH7A8wEWtGU497fNWYbJRrj4S7s0orgenzxD38egFNPNxFZytMykym7S3LhAK8cOsxL9x7d7K9yW+ApgNuA90+/wLn4fs7GB3FEZzA1zMnlC5yL7efl1rtdkwGu0+tI8nLNBLNasyc3jj3rZimvwdJ8XIgO7FoFAG4Y5559AWamTJJLrgAPBISObh+T4yaW0rhy1/1M7D2EoxtEkos8PPkqB3yVduPF+RrF5wDbcnsIB4LXFIBjq+sK/9X6oqvXd11n9HZjis7l6B6mgm0kzBRHUkPlpMb1yOhBvtLzvnKdJ0f02kXoAHThX374v0ZtJDlvlfkl0xQkEw/gK9o4umD7dm8F3e3AUwC3ARqKY8nLVU3dTyQv0J+b4mJ0D45o7M+M1c0u7snPlm3MK9mTrcUlTiyd57n2B2t+pl6D+N2EpgldPX46u0v9a0Uo5B1sS3Hu3vcw37Wn3Poxk2jh2eiTtI4/U5HcZZn1nbdr5VsquX7mrqZBW6cPEdePYBg7y8iW0/x8qe8D5PUAluZDdyzeaL6LT4x/r2Zk2Wr+3f2fIj6fqyxBXMMcqYBswLcx4V8LTTCDnmjbCN5dus1pNpM8tPjWho69K3WZg+mrLPgTBO0CCSuDjcYP2quPNRyTw6mhmuexEV5sPcE7sUFsTaetsMD7Zl6iaQc3s1ltplEKCsEQ8917cPTKV8QWnTebjvBkKarIcRR2PZmuXF/CvL+JpBGhrbiIeZ0KkvGERnPLzn0tX2m5m6weKtvsbc3ARvGXBz7C5L71o2Dax5Ibrj8/3x29xZF6bISd+6R5NASfsulctUrQcfjA9PN8q+vdgFunSFOKA6kR9mQna57jqz1PMB1sL8/uZgOt/HX/h/n08FeJXSeywxKNmUArPmXRVlhsiJM5EBQKkVjdUs8LgUT5V8deVUF5DXbAz5f7PsCCP1FaVensiQ2zd+6HdU0fbR2Njel/5E9OAPDk37675v6+iwvoVf0UBF/BRrMdHL2+iC8EDYIZE+06C0dHFyy/Z7rZDjwF4HFd+nLTfGb4qwxF+tww0Nw0rXWW+4u+WIXwB9wyzQp+3HY/H5r+cd3rXI708VzHQ6AUSoSgXeTDUz+kZZsb4YgI+xI53qhRF0iUQ3veVZCWqVharG/Pv3Dfu5nzN1XEpo827SFw6C66zr9deV4N9h/0o9+iyccpqcy1kUHrlglYzd+uv9uNIKtv8lqPdFOQ+ELercK66jOrv7EjkGyp9jl5bA2eAvDYEEGnyNHUlesedyXSX3uHCFPBGrakEku+GM92vKsiqS0tBl/tfoLPDD/N+fh+Xm8+Rk4PkjBTPDL/ZtUKZCrQyqmmI6R8EXqz05xcPk/4Jht3twYtDqaucim2F3ulBLVS6Mrm5NJ5clmb0av1w0htw2C2tbcqMcnSDMb3HeX44nmWl2xQEG/SaGnz1c0bcBBs0TGUheA6U6N/8FksE37rqw5m0MAoWLROZQjk3GzTQshgvju66TPpVFOAxHyuYhavgHzYh1pn9g/gGBpTAwmapzMEsyZKBNsQfEUHRxNEKTKJAMmW2uWZPTYfTwF4bCoxK1N3n79OA3eAc7H92GvzFsQVfD9qu4/LsYGycljyx/lO56N8cOpH5VIVF6N7+EH7g277PhEWfXEuxAf4+6Pfrmqms+SL8Xb8ACkjTF9umsOpq2T1IOfi+8kYIfqzUwymR3l8/nXidpYziUMUdD8xM839U2/C7CLj027kj2X4mO/sp+gP4ohg+3y0To8RyqbqzojTRojn7v4gicIyhqbwK5uPnbxCf3CxskyA49A5kiSQv+ZksHQwbOB33UikbsAyNAzLDZdcUSGBnEXX1WXGB5uuK5hvhGRriGDWIpC7tvKxDY35no3Z7C2/zmx/ZSKiZjkYpo3l19c1IXlsPusqABGJA+1Kqctrtp9QSp2+1YuLyIeA38e1tP6RUuq3b/WcHo3lQHqE5zoeKpsiyijFfYv1665kjWDNxDUFXIoNVCWpWZrByy130zc+jY3wo7b7K1YPjqZTUPBa8108PvdaeftwuJtnOh8tV08dD3fxetNRipofRwSl6QyFenkzfpiPjTyDfnEE6/7DaJZFWg/zXO+jdKguDk88z3xnH2fvfwIlglplLho5dBLNMvHlcxTDlYJRAWg6s+E2ZsNt5e1vjh5huTVEclUCUvfVZXzFyjtp2FT5RQyr6m4jgChFdLlAajNn1CLM7Injz1v48xaWTyMfrtG+8wZwDI2i4Qn+RlBXAYjIzwK/B8yIiA/4rFLqldLu/wjcdysXFhEd+PfAB4Ax4BUReVopdfZWzuvRWDQUH554jr/reW+FEhhMj3A4XTtqCGBvdoKrkV4srbLjlyNatcQrsWjEuHw+RyaSwN5bI5xQdMbC14ppOQjPdjxUoSgszSivGlawDR/LxHhe7WP05F1YvsrWkTO9+0gsTHPx7kfKIaJrcQwfRcMHtoWUFAurO5CtEZiagsR8jkwigO3T0QtWlfCH2reinujVFPgK7uqhbXyCYy+/im5bnL/nJOOD+29JaBeDBkUv1HLXs95f8PPA/UqpSRF5CPhzEfm8UupL1H/mboSHgEtKqSsAIvJXwE8CngLY5fTlZ/js0JcYivRS0PzsyU2RuE4I6L70GG9GD7EUSGAbrhIwHJOjy5c5H99PUa+2ZYdSy1gWSK7gKooaGPlrM+plX8wV9mupIQgdw2Ci9wB2DQHvGD5GDpzAWa95TOmcmoKuq+eZ2nsQx7h+O8tQ2iTdrOPP33qnLwcoBnUe+s4zHHnjVHl735UhZnp7+ObPf+qWlIDH7mc9BaArpSYBlFIvi8iTwNdEpI/rO/w3Qi+wuorVGPCutQeJyOeAzwF0+jzn0G7Bp2wOpUeqttu2IrlkUcg7+PwasYSO36+RXChy7J2/Y7LvADN9+9Atk/6R89wfmyNi53m15XjFzF2zLPa98wYA/mKeprlJltq6KzpyaZZJ15VzfP5nfxVE0E2bnitL1w1DXEHWqRudi8Q2KDwVnRNDJFs7STfVLt1deVH3v2LoBpy3NUp4KMDRACfHkTdOVc3YOsYnGHzrbS7ffby8LZDNcvcLL7Hn0iVMv59z993LpRN3e0riNmY9BZASkcEV+39pJfAE8GXg2CZcu9ZTVfVqKqW+AHwB4Eioafennt7BFAsOw0OFVfX4HeZmLEJhIZdTaAp6h8/TO3ytxeFiUeeE7zy6sjkzcJJkRidaTDPwxku0zE6Uj7vr9R/w9gNPkGzpQBwHJRp7L5ymY/gKUgortX06ZsCdXVc8fCuhPKsEnWaZ9F96m8t3V81JrgncDQpG3bboHTrH+RMPg76+2SQbc/MAbL9B0a/hX2sGWivslSr9c0C71vCzEDKY64ly33PP1r3W0VdfLysAX6HAx/70LwhlMuiO61B+6Hvfp21qihc/+BMb+p7x+QUOnHmLlpkZsrEY5+85yXz31taz97g11nsafxXQROSuFbu8UipVctx+ahOuPQasjhnsAybqHOuxw3EcxdR4kXTKFR6hsNDd58dY5dybHC/WbMaSyyockZpVLa/QxO999LPXNijFu7/+Mi0zlTWIfGaRe174NrlQlGIwRCS5iGFbLLW2VDhoZ3tjdI4k0S3HbRymIJKcw/JHsHUDEJQmdIxdYaktyqFTP+Kde9/rOnp1vW6J7ZWxrRXO/kKOSHIRfy5NW3s3c737WDv3EcfGMQzmuqMVUTBTAwnax1KEsm5opwK6xi6TTrRQCEYIFHJ0jlykdWqE5z/8CWwjgOnXSTcHMQPuq605tedMgtsoZ4XBM28RzOXKwt+9pxaDb53lzCMPk4lXlxBfwSiavPc/f5ne4ZHyuRWw79w7vPK+J7hwz8m6n/VoLHUVgFLqFICIvCUifw78DhAs/f8A8Oe3eO1XgIMisg8Yx1UqP3+L5/RoAEoprlzIV5REyGYUV0Ys/uwf/mMcnw/dNPn53/u/65YCkDoB9bloZM2BwtkH72fvhYtollV1hRwtZAAAIABJREFUfCiXJpRLowDLMHjp/f9/e28aJNd1nmk+5y65Vta+AiigCvtCbAQJENzAVRRFarEsWZatxbLasmemY9ox7eiZbsf8mIn543DH9ExHe6Jb0+EZjyXbskhJlChK3CmK4IaFxL4WltoLtWdm5XaXMz9uVqISmVkooKoyC6jzRDCIupl589ybmec751ve78m8xx1Tp39tLb6UjWG5pIMGUqtl17vv0dI7hKubSGHzyaMPMrxiBfe+8y6tV87Qv27b7JN/dmwzbgqOLnBFnPM7t5OoirDt4w/pOPspwyvXkg6GCMUmmGyo59I9W5lsqCpM19Q0hlfX5M6HEEh9nAO/+KVXQJU9dnrPbgbWFl9pn96zh02fHis4LoEL27fn/m672o1R5H66uk7D4NCsBuCB196grbsnz6wJwLBt9r3+JtdWrmCiqXQNiKJyzCWMvw/4K+B9IAL8EHhovm8spbSFEP8SeBUvDfRvpZSnbvIyRRmQrsT1PAq5rJXpdnZAgaZ6x+kzPHr6lQKfnpt02P3e+xx53FtBl9RMwKswdQF9xuO2YXByX6EQ3VhLC+9+/jkeeO11/IkkWvY10ytPV9PoXdvJ8Qf3M9baUvhmQpAJmmRmhJSOPn7Ay9KRMrdjaL3cx0T9epxW/637wYVACrhw73YusJ0DP/sFhm3js2JUXbg+ISeuhTj6+L6bnz/7eO+G9bzwZ3/C6vMXMS2L3nWdROvrS74s1lBH17atrDvl5VZM36NoTQ1n9+zOPS9eW4ujCfQbdgxCShJVpXP8Ndum49y5vM/txtc/+8N/4sU//Rc09/XT2t1DoqqKS9u2kAqHi75GUT7mYgAsIAkE8XYAl6WUNxfpngNSyleAVxbiXIrbI5V0ObqxHetkksH2dsKxGJ0XziFcl1QoxPmd2xlraWHIWoXl9xc9R/uFrqLHBbDq0iWOPH4A1zDo61jDykuXi+4CXE1jpK2VxsFBXE1HSMmRA48w0NFR9Nw9G9bTs34d4WiMyPg4HefOYaYzXNmymZ71624vcClErllO3WAcf8qP4+Pm5yqxM5guzgJo6e3NGappUoEQQ6s20tQ7Qbw2TLJqbvn06VCIC7t23Px6shx87lkub9nMjg8+xMxkOL9zBxd27sgLmJ/dvYuNx46De93Qu0IQr65mZBY/vm7bpSWdybqaHIfn/+7vCSRTmJaFrevseu8gVzduIByPM97YyJn77iVeO8eWiooFYy4G4BDwEnA/0AD8FyHEV6SUX1nUkSlum1Lt7ITjsP7ESdafPI0UgtGWZjaeO0Hd5S40KWnu7fMKiLLPD8fj7Dr4AbZhIICPn3ycCzsLJ56pmuLuAQkkZqzy3v/sM3zuB/9AVdSTUp5+Hyu70j/+0IOEolECiSSTDfU45k3SJoVgqqaaqZpqBjvW3OSuzJ2a4SkiE+k5TfzCdT3toiLpov7kFOC5PlKhIMHE9Q5lY00rOHn/E15/2imXQCJGxq/jmAlsn4+JxoYFzb7pX9tJ/9rOko/H6ut4+3e+yEOv/BoznUaTkuG2Vt79wvOzjsPy+5mqrqZ6orQUtOE4hGPxnAE0sr7CdafPIIDm3j42nDjJa1/7KiMr2m7vAhW3hZCzWG8AIcR9UsrDNxz7ppRyvjGAW2ZzsFb+7friKoV3M9Pulzm3syuGlDz14xdp7u3DtK8HFW9lirENg1e+8XXGm5vzjpupFF//j38DN5xPAr/8xh8wOuNHLVyXjjNn2XjsONXjE0xFIpzaex9XN22seLqhcCV1g3Gqopmb3pfpNMtU0GL3bz/kwo79+UbAdakZvcLxRzwX1tpTp3ngtdcxLRtXCN5/5vexffk7Ks226Th7hPbLZ72OYh1rOPTk48RmcfEsOFISmZjE8plzdtG0Xu3miRd/im7bxXd3MCcZ6NHmJl7+o2/dymgVc+Q3f/XcESnlfTcev+kO4MbJP3us7JP/3cj+v93Bn1teGt6xny/u9rfjzJm8yR9uvZpPcxw2HDvBx0/nB1atQIA3f/dLPP7Tn6PNyCI5cuCRvMkfQGoal7dt5fK2rbd8DYuJcFzaLk9g2Dd2V76B7IJpvDlMrC7APR8forW3i7HWdkba1lw3YgImmjrRLQfH1Lm0dQtVExNs/+gQk3VNRfsyu4bByIpOVl/yVsarLl9h1X/9fzi2fx/HHn6oPAZSCGJ1t/ZdHFyzmle+9Yds/egQHefO5xkCd3rMN1loAtQNj6DZdsnq6pbuHrYcOUogkaR7w3rO79qB7ausfPadjqrlXkB2PWsT/KqnkFFKTz2Pm0jvLgS1IyMceOkXVI+Nl8y0mSualPhTxdU1+9at4wf/+s9pu3oVI5Ohv7Pz5i6cJURkPIU+p8nfpb+zDivgXVv7xS4cw8dYy6obJLA1QFI9lmK8JQxCcPyhBzl9/33UXhsnOGUULUjTZqRSTZ9t5wcf0XHuPEcPPELP+vUV3ykVY6Kxkfefe5ZDTz3B3jfeovOsF0caXN3OYHs72z/6CNMqzDKaidS0vJTdmWw9dJhdvz2IYXuKqA1DQ2w8fpyXv/UNZQTmgTIAc2Sh9NQXC+G6rD9+kh0ffIA/lSZaW8ORxw5w4Be/xJdKLYh2h2WadG/cMMsgRMmg7VJAtyzMdIZUOFQwiYbimVndFBJIBQ2uranJe22iKoQvWVO0eYxA4E/k9wuwfT5GVjazsmsCcYOIm2ZbtF09X/DeAqgdG+eRl3/FmXt38cmBR+d2wRXA8vs5+NyzHPzcZ70DQiBcl/pr11h16XKucE1386/d1nUub91c1ACY6TS7s5P/NIZtE4rGWH/8BGfv27PIV3X3smwNQODtLwPwP/z7O79SUbguz/7gH2gcHMr9qOqHR3j6xy/i6votT/6SbOOP7I5Bw5v8R1pb6d6wfgFHXh50y2L/q6/Tce48EsgEAnz49JP0zDBmXgFWcekHiaeDP95amA55Zs8eHvn5K0UnLgnYZhGzIgTXVnkFaUJKNNdFc12a+q/Q3F9aMM+0LLYdPsrZPfeSnCU1c0kws8WmpvGbL32B+qEhmnv7SAWDrL5wkfaLXbiGjua4XFu5ko+ffLLoqRoHBorqLpm2zeoLXcoAzIO7xgBMu1/+3Lpnbv70f7/4YyoXHWfO5U3+cN19oBVpWCuLPG/mY6lQkJ9/59tUj42z8dhxzEyGK5s3cWXTxpJb9KXMIy+/wspLl9Gz98KYmuLRl1/h1d//vVzWSbQugD9hFTQ6AZhsDDLZUFyHaqStFSEkNaODjDe05kk9SEp3t7ICBr3r6wjFM+iWzQOv/5rWnqs3NdaOrtPUPzD7TmyJMtbSwliLV5dxZesWwpNRakdGiNXVzlrLkA4Ei7ovXfB2c3MkHI16mWmzFLUtN+4oA9BX2zS7K6ZC7pdKYKbTNAwOkQqHWHvq9C2t8h3D4NgD+9hy9BPMTAbTtpkO3V7ZvInDTzxGKhwmFQ5zrX3VIoy+fATjcVZeupxLPZxGs23u+ehj3vmdLwKQqvIx2RCkZjSJFALhShxDcK29Gttf+mey7tRpfKkU604e4shjX0TOqAkQQDBhkwmV8FFrgkS1H/Dz9pe/wOYjR9n+4UeYllXy8xRSkgoVGiN/IkE4GiNWW4MVuDNaKk6n8N6MsZZmElVVRCYm8mopHMPgzL27i74mEJ/Cl06BhJqxMfa9/gbBhJcWnaiq4s3f/R0mmlV18h1lAJYT9YND7H7vIHXXhklEqsj4/IRjMSYb6olXR9h07ASuriFcF1dos6Z02oaOYTu5f481N3Fy/z7O7dnN2pOnaervZ7Khngs7d9x11ZnhWAxX1+FGAwBUj4/nHYs2hojXBfAlba9JiV+/acB17anTmLbNpc4tSGQ2+OshgOrRJNG6IFKf/Ty2z+Tk/n2c3L+PNWfPsuc3v6VqMnpDv1xBKhTk2sqV19/DcTjw0su0d3XlMovO7drBoSefWJLB4ttCCN746u/y1As/IRSLIYVAc10OP36A4VUr854amEpw4Oe/oKmvPy8jDWbUt8RifP7v/p6p6gi+VJqh9lUcOfAI0YY5qLXeZSgDsARp6uvj6R+9kEunC8fjuQm+emzserFWNiZWqixbAolQiDP338eGEycAuLhtG2fuuxeEwPL7ObdnN+f2FF9F3Q1M1tfniZ5N42iCoVWFuxtX10hVzS2rpHZkhKY+T79wsqHF0864EQGm5ZC5iQroTK5u3szVzZtZc/YcD/76NWzD5Mqmexle0YGr67R0R5loCpEOmTz+s5+zquuS933Iro43f3KMqaoIpx/YS/XYGMGpBGPNTSUrue8E4rU1/Oy7f0Td8DD+ZIqRttbC7B8peerHL1A7PIw+S8Lb9L2KTHoFiasudtHa3cPPv/MtpmpqFusSliTKACxB7nv7N3n5+jDDp1/k+RrgCFEgNeDoOr/6xteZqq3lVBFNneWA5fdz6v772Xr4cC4Ncbp378l9e+d17h3vf5jzTQcTMRKR2sJOX46Lc5vtDq9u3kTP+nWsuDSO5mo5w+9P2rR0R7FMQWP/UMHOT5OSe987yO6D76M5Do5hIJAcf+ABTjz4wG2NZUkgREER4kzqrg1TPT4x6+SfO9WMf2uAblvc89EhPvrMU/Me5p2EMgBLkPqha7f8Gsc0+c2zz7DiyhXC0RhXN2yga6dq5oGUnLn3fibrmtly9BCRyQkG29s5+ujDc/I/z0b90LWcQV594QTjjSvyipiEY1M33E9/ZwTHuD2/vC8tEVIrGuA3LZfj+z/D3rd+WmgEZqRZTqumbv/oYyaaGum5AzO55kIoHi9aYDcXdFfS1L/81OiVAViCpMIhqqKxW3qNkJL+tZ30bNq4SKO689AzDi09nva/7avnxL5niNUFmGgqrAO4HSYaG4iMj6MBNePDbP7kt1zY/gCOYSKFoHGgm7VnDnF18wrGWm/PABiZ0l3JBIJMIES0roma8eEbHivEtCy2HTp81xqA0ZaWXKbXreIKMWsm0t2KMgBLkBMP7OO+t94pcANNI7P/aXj+f9cwOPTEY3dU5W05aO6LYVjZlXDWLRAZT5EOGiQj8/eHH9//APVDI0w0rQQpaRq4yoOv/Yh0IIRhZTAcG1vXic9jp2H7btIaUkoy/rm3Sg3MEKS720hVhTm7eycbPz2GaecbAnnj/zUtr/mNq+tFpcfvdpQBqARZSQXbMIpO2ud37sCfSLL9o4+BrOQuEtsw0VyX7o0bGK+vo/3yVRJVYU7ft6cgG2K5Y2QcjIxTxD8O1eOpBTEAthHh8GNfRLgSgeTylntZd+IjVnZfyD5u0LVtC5ng7feyToUMbJ+OmS68FgDbNAnGJ/JiQKX2No4Q9K5de9tjuRM4/PhjjLW0sPXQYcJRL2MoFQrRtW0LE42Nnt5Sayv3vf0Oa0+f8fodRKr48OmncjUK05ipFMGpBPHaGi+T7C7kpmqgS4lI2wa559v/Z6WHMS9aunt48NevEY56VaCupmEbBj0b13P00Ufy0jA12yYci5MMhxHSJTI+wVRNNel5TCjLBV/KpqV7Eq1IilTGrzPQOT/xPTNh0dYdLZhsheOw780X0VybM3t2c+yhB+ddPKc5LnWDU4RjGe89ssddAbHaANEGPysvX8GXSqG5Dve/9U6B7o5XNBXmF3/0rVzxlJlKsemTT2nvukwiUsXpPfcuq4WEZtsYlkUmEMhzCeqWxYO/fo015y/gahpSCI4++jDnStQc3AncthqoYuGoHhvjyRd+kufa0RwHw3FYe+oMK65c5Wff/U4uvc01jDxlxqLdre4SgvE4HWfPY1gZ+jo7532tGb+OzPW/uo4rYCoyf/GwhqGpXEvGmUghePtLX+Ha6oUrMnJ1jdGVEcYcl8hYknDcwtUEsbqA10ReiDy/vpm22HXwfZASw3HI+Hyc27mD03vvIx3yJn9fKsXn/9+/JzA1heE4uMDKrkt8/OQTXNy5Pe/9a0ZG2XjsOIFEgt51a72K8LtgRSw1jerxcTTXZaStLbfK3//q66w+fwHdcXIxhT3vvEsiEsnd57pr14hMTDLW3FSykY2ZTrP6/AX8qRQDa1bPmsFUKZQBKCNbDh8tGaTSXRdfKk3n6TNcWGZNtNvPX+DRl18BJJrjsuODj+jauoUPn3l6Tk1ZqseSRMbTCClJhk0mmkI4ps5Ya5iGgThCeqtmV4BjasTq5l8pa6ad4mMTgrbLV0hEqgjGLVzde79McP4/NalrRJvCRG9iW07vvY9zu3dSPT5BMhwuKpew5fCR3OQPXjxJs232vvU2l7duzrkmO06f4aFfv4bmOGhS0n6xiy1HjvLrr3+tpGzznUBj/wBP/ORnWfeqZ7jf/cLzDK9o8yStb/idmrbN9g8/YrB9FU//+CfUjgwjhYbmOnSv38B7zz+bt9Nr7u3lqRd+AtJb5ElN48qmjZ5I3hLKzLvzhF3uYGpGxwpy9WdiWhbNfcsrFc3IZHjkl69g2DaG7U0yhm2z9sxZVly5OvuLpaT18gS1w0kM20V3JOFohrYrkwjHJVHtZ7Cjhlitn0TYZLw5xEBHbWHz9dtAUPpzTEYaaRiIEZqyqJpM0np1gvBEcRntxcIxTcabm0pq5bRfvFQgjwHeRFg3PAJkXSGvvo5h27nvrWlZ1A6PsO7kndu+28hkePqfXyCYSODLZPBlMvjTaR7/6UvUjIwWFZ4DCMXiPPjr16gfGsK0bHyZDIbtsPriRbZ+fL1tinBdHv/pS5gZC9Oy0F0Xw7ZZc/4Cq89fKNdlzgllABYTKWnq7WPnewfZcvgIY82N2LNsnW1DZ7Lh7kpFM9IZ1p04yT0ffexVzd5gANuudiNF4dfQsCzWZhuZF0VKVl4cx5dxC3LkhSupyk64lt9gvLWK4fZq4nVBpLYwq6+MTytsciIlRjqJ5QterwoWGgJBw2Ac4S6deFsxPSHw6gfSQW+H1NQ/UDSv3rRtOs+cXdTxLSarL1ws3htDSlq7e4oaAFcIhle00X6xKy97CDxp6s2ffJr7u6m/H80pDD6ZlsWG4yfmfwELyJ27h1vCCMehdmSU3b99j9aeXgzLwtU0hJReK0EKLa/XYlDn4vbthSe8Q6kfHOKZH/0Y4bpojo2rGwyubuft3/niHAOjpSfr6pEEulO8gYsmIZC0ubVKiltASvQS+humlSEZKFx1G5aFL2mRDi+N5iWn77+P5r6+vGCxKwQTDQ3E6uoAT5+oVBOhmbISwnVpu3KV4NQUwytWEF3iixhfKuX1b7gB3XHwp5IcfvwAe994Kxerc4XANk1O7ruf9otdRc9pWtf7PojZZCiWWNKNMgALTMeZszzw2htojufSmJ6gplcN01r7tqaBEGi2jRSCyaZG3nv2s7ckb7ukkZLHf/oSvnQ6d0h3LVqvdrP++IlcnGNgzZqiPwrbNOm6Z0vJ01dNlu7bKwHrZvnz88CftNHswgAwUuIYxWsxpBD40sklYwD6Ozs49uB+dh38wFucuC7R+jre+vKXcs8ZaW0lHQhg3KBOapkm57OfX2R8gmf+8UeYmQxCSoTrcnXTRt577tkl5eueyeDq1UXHZpsm/Z0dTNbXE62rpT7rCsv4/fz2+c8x2tZGrLaW2rGxvNe5QtC7tjP39/CKtqLnt0yTrm3bFvZi5okyAAtI/eAQD73y66K+1WkE3irABX723e+QCgXRXPeOEuoKT05y/5tvs/LKVRxD58L27Rx78AFCU1OkQiEygQC1I6NF20eats2G4ydzBsD2mbz7+ec48POXAW81KTWNrm1bGVizpuj7GxmnQOnxRhYi0FsK7YZOXtcf0BCOhWZbuDMNgeviTyVIBZaWDv2pfXs5v2tnTlZ8orEx/wlC8OZXvsxnfvRjL1ia7eR15t7d9GUnvMd+9hLBqam82Nba02dwNY33p7uCLTEmmhq5vHkTHefO51bulmlwbeUKBlet4sv/998Sisdzn7EvleLRl1/hxT/9F7z/7DM8/c8voDkOuutiGwa2afLJww/RfuEiHWfOUDUZY7i1lZa+XpDezsI2TQbWtHNly6bKXXgRlAGYJ0Y6Q+fZs1SPjdHU1z/3UnQhWHnpMle2bGLF5StIIejv7CiLIai7NszKy5exTZMrmzbmag802+aeDz9myyefYmQyRGtrOPzE4wx0duRe60uleP7/+6GXc54N2G49cpSth4/gGIZXqLZhPadm6dJ0YwC1d/06XvzTP2HNuXOYmQx9aztLpswFYmma++Ilzy2B4bYwjrl4O4BScQQJpMNBVp8/Re/6e3JuBiOTYe3Jj9n20SSvff33iNXXLdrYbhXL72dwzeqSj080NfLj//ZPabvajT+ZZKh9FYlIBICqiUmqxycKEhsEsO7kKa5u3kRfZweRiUmEdInW1eVWxsFYnLrhYeI1NRVxGb3/7DP0rVvLhmPH0VyXrnu2cWnrFlZ1XcKXTuVdk4aXydN55iznd+3kpT/+NluOfELN6BhDq1ZwbeVKnvv7HxJIJnPX7+JVF1/atpVUKER/xxqG2lctuV2RMgDzIDI2zud++I/oto1pWbjM5rXORwpB/bVr3P/2O7jZCUVzJe8+/7m8VoULipTsfeMtNpw4mVtp73nnXe89N6znyRd+SmtPT+7LXzc6xtM/fpFPHn6QEw/uB2D98RMYlpX/A8lOdFp2NdV+4SJSSjJ+X55vFMAyDC7eU7gNToVDNy20EY5Lc1+84B7PnH4m6wIkaxa3IYpWIpgrgEQ4zGRjkL1vvMhEQzP9nVuJ1TZyds8BAHa8f5SDzxdvfbhUkZpGf2dHwXE9674shgbsfve33P/mW4Rjnpx5OhDg7L27aBwYpL3rktd4R0pG2lp58ytfLu8uWAiubtrI1Ru0s6omJ9HswkWcaVlEsv0jpmpqOPzEY95pXJev/l//hUAyWaAwqjkOKy9d5oX/5ntLbuKfRmUBzYOHfvUqvmQyN8lp3Fh25FHsmJCSdSdPYdg2voyFL2Nh2DaPvvwKganF0Wtp7e5hffY9p1PTDNvmkV++QnNPL819fXkT+7T88K6DHxCMeavuxoHBvObcxTAchzUXuzj47GexTBPLMDy/vGkyvGIFF3buuK3xV48mix4XgKtBX2cNky2L39AmEzCQRX7ProBU2Mfxhx5kKhJiaPUGYrWNSF3HMX04po/+jnuoHRovfHE5kBJf0qL22hQ1I4lZhebmwmRDPc4stQD1WXlmw7YxbZuqeJw9777HmgsXve9f1o3S3NfP4z95aV5jWSjqh64VZPmA990dbS3sH97a3YNu2yUXfv5UilC89I610igDcJvoluWle91wfLbApCSbUWDoXNq8uWRGwJrz52/6/prj0H7hIhuOHadmdHROY157+jTGDStyACk0Nhw/UdKvLoEVV64AnktgtlTWaVxNI15Twwt/9iccefwAx/Y/wFtf/iKvf+0rt6Sr4ktaNPVEWXVhjOqxVMn76+oaziytGxcS26eTiPhwZwxGAq4uiNd6q1jX9DHR0FpQMesaBqH47PGLRUFK6genaOmOUj2WomYkSdvledYnCMFvn3u26ALHxdvlFkhlUPgbEUBrTw9GKs1CUTM6yorLVwhMTc35NU29faw5d77oDjMRDhXtw2xmMrOeU0iJdWPjmiWEcgHdJlIIb1tXZBKf2Z5x+tHcl0pKXKGRCfiLGgDhulRNTLDpk09JhkL0rlubq7isHh1j3xtv0nq1O7vq1bwMDphblWEJg2NYFp1nzpY0SFKInDzF+Z072HboMNJx8q6x4EejCeI11Uhd59zuXaXHNAuBqQxNvbFcJW/J98KTfigno21VZAIpIuMphCtJRnxMNIZyRWZXNm5Gc12cIsMqVvew2PgTNuFoOq/pvZBQPzRFMuLDvc3iuP61nRx9+EF2HfwAPfv9cSGb5iuLb39L0NbdQ8/G+UlV+5JJnvjJz2gYuoara2i2w/ldOzj0xOM3dcOsP3kqVxk8E1fTSIdC/P5//BukEFzaupmjBx7F8vsZWrWyZNzPFYK+zvLE9W4XZQBuE9cwGFi9mrarV/PcJramkayqIhy7noV+o1tFc1186TSurueadeQel5LNR72iElfXcXWdX3/9a6SDQT73g3/ATKdzuw7ddXPb1TXnLzCwZjWXivjXp7m0bSsd5y4U+OWFlLNuBV1dz6W5pcJhfvUHX2f/q6/RNDCIFAIpZd45bMPg8GMH5q0XUz84lTdhQekdVmoBpBbmQkt3D7sOvk/N6BjjTY18+vBDDK9cUfC8CzvvYVVXoatHIkmVahK/iIRj6ZL56cG4xVTN7U9SJx/cz2RTEzs++JBQLM7wyjaubtzA/lffQHcLd5ylsHzzlzN/+Je/onFg0PtdZH9aG46fYLypiYs7Zq+x0RyneMc916VhYCDXaWzD8ZM09Q/y8re/QToU4pOHH2TnwQ8wsq6g6d3+tRVtvLdEM6GmUQZgHhx89hme/eE/4k8l0RwvqDrZUM+rv/97GJkM9731Dh3nCt05huMQSCbp2raFDSdO5RelZAW8AMiKdD3+059xaeuWXI/gYpiWxaZPj3F56xZCsRiZQKBg5TG4ejVd27ay/uQpT58k21y7VFBVAo5h8NZXvpwnWz3R1MivvvEHiKzGSWRigp0HP6C5t49EJMKJ/ftyaYK3g+a4VI0nMay5uUokkJ5jH9/5sLLrEo+99ItcDCRwtZvmvn7e+MqXGVrdnvdcK+BjpKWK+pEk02bLK/bTiDYsbpC6GMVL5gBB0XjGrdKzYX1+oxkpWXfyNC29fTeNGYGXg3+tvbBH863gS6VYcbW7wIdvWjZbDx+5qQG4smUza84XLpCAvDaTuutSPT5Oa3cPg2tWc2rfXoZXrmDjp8cJTk0x1tLMxa1bmWxeOEHAxUIZgHmQjFTx0+99l5WXLhOZmGC8qYnB1e1Uj43xuR942UF6EbeKbRgMt7XSMDiEK0Teh1B1+41TAAAb60lEQVSgX4+nQdLc2zdrfQFAMD7F7/3Nf0bPZun0rFvLwc999nrzbCH46DNPcWHndlZeukLN6Cirz18o2n/4WmsLJx7cT3/HmpKiX9Mr/FhdHe89/7lZxzZXdMvJavmUnLLycAUkIj6sMvj/9775dt5kJvBkAO5/6x1e/qNvFjw/1hjGDphUjybRbZdk2CTaEFzUFNVSTNX4qJpMFe4CJCQXozhNCN783d9h06fH2PTJp1SPTwDebnjmEKQQuJrGO1/6wrw1981MpmRWkm8O8YW+zg5613ay+mIXmuPkqveL6XcJ16VueDiXQntt1SqurZqfAasEygDME6lp9K5fl3ds/6uv57lqZuIFgQ361nay8/0PbzqpAyAE0fo6bzVV4vm2rhOKxfIMzqquSzz685d56ytfznvuWEsLYy0tVI+OsaaIOJVlmlzYtbPguspB3bUE2hwmfwmkgwbx2gBT1Yu/+heOQ2RiouhjtSMjJV+XrPKRLMPu5GZkgibR+iDVY/mZVCMrI0h9cVIUpa5zds+9nN1zL/5Egk2fHqOpr5/xxkaGV66gbniETMDPlc2bF6QCfioSIeP3F+w4XCHmtCNdefkKq7q6cskaSEnfmtW09vUX7ApcXfPqGu5wlAFYYITr0tLXX3QCk0DPurUcfuIxqiYncQ0d5mAALJ+P4/v3s/b02Tw/5XRA1DJNXE3gS+efy3Ac2q52E4rFcsU7M4k21NO9YT3tFy7mdgG2rpMMh7m8ZfOtXPaCEZyy5jT5x2r9jLdWlWNIICWP/uLlkg+nQneGfMdkU4ipGj+BKQspmFfw91ZJh0Icz9aSTLPg9S5C8P5nP8NjL/0iJ19t6zqW38exh/bP+lIznebASz8vaCXZ1tOLYxi4MzquOZpGKhwuWhtxp6EMwAIjhcAVoqjrJ+P3805Wa8XVtKIFJ9N+Yt11sXUdqWm8+/nnSFWFeeUbX2ffG2/R2t2Do+tMNDYw0djo7SYOfoA/XZgO6uo6wfhUUQMA8N5zz7Lx0+Ns+vRTDMviyqaNnHxgX8X6C7uieG7ytLFzBdim5jV2LxOdZ86y8vLVoobJMnROPLC3bGOZL7ZPJ76IOkmVpm/dWn75zT9g6+GjRMbHGVzdztl7d+ca4ZRiVdelotlZmuvStXEDkWiU1u4eyOr+fPjMZ+bd6W0pUBEDIIT4a+DzQAboAr4jpSy+v77TyFYYrjl3Pi8YZes6XTMydBLV1fRsWE/7xa7cllWSzaB5/DFqR0dJVFXRdc9WklXeSjfa0MDrX/tq0bdt7emheny8IACmuS6T9aVL7aWmce7eXZy79/ZSNReaWG2AmrFkXvaPxJNfTodM0iEz1wWrXKw7eapoYFACl7dsue00V8XiMNHUxPvPPnNLr9Fct6REtKsbvP61r+aSNe6GiX+aSu0AXgf+rZTSFkL8FfBvgf+xQmNZcD58+kmqx8apmVYNlJLR1haOPvpw3vPee+5Zdr73Pps+PYaZyTC8cgUfPfXEbbWOO7FvL52nzyIymdxW1TJNTu69H9tfeR/0XHEMgbghfdw2NIbW1CxII5fboVRg0fL5PKN+i8bIl0pxz4cf0XH2PI5hcG73Ts7t3lXZicWVhOIZNFeSCpnYd/EuoRh9HR1FJaId06R7k+equpsm/mkqYgCklK/N+PND4CuVGMdiYQUC/PJbf0hT/wDVY2OMNzUV7XHr6jqfHHiETw48Mu/3TFRX8/K3v8nOg++z4upVkqEQJ/ft5crmpaU+OBu65VB/LVHgatEdr9uXXaE56eL2e2jp7SvYBUhNK1oDMBt6JsNDr7zFeOMqurbtp6XvErvefY/m3j7e/eLnF3LYc8aXtGnuiXoifVnLG6sNMNEcWrIaNgtNqirMkcceZc9vfovmOJ60t2lyZdMGBm9I8b2bWAoxgD8GflTqQSHE94DvAfirl35ebQ4hGF654pYniPkQr63h4HPPlu39FppQrHhZvZDeY9GG4l2sFpurmzay+sJF2i9cRHOdbLqi4O0vfeGWV4XtFwa4svHenFx0tK6RyKq13PPxW9SMjjLZ0LAIVzALUtLcG0W/QeAuMpEiFTZJLYEMpnJxds+9DK5ezdrTp9Etm+6NG5akgudCsmgGQAjxBlCongR/KaV8Kfucv8Sr1/thqfNIKb8PfB8g0rZhabXTUSws0yWUSw0h+O3nn6NhYJC27m7SgQBXN20kE7i1gi4j4yBFKM+V5RomsdpGxlpW0jgwWHYD4E/aRX3fmoSqidSyMgDgFTkePfBopYdRNhbNAEgpn5rtcSHEt4HngSelXGJ90hQVIRnxUTuSKDACUkBiCUxEo22tjLYVW9PMjUCiuCyCa5iMNa5gKlKmtNYZzNaiUKuAZp2ivFQkqiGE+Cxe0PcLUsrF0T5W3HHYPp3JhiCumKmeCtGGIHaZxd4WA1cTRfPuheOgScdrVVhm0kHTU2+7AQnotkP1aKJog3PF3UGlYgD/CfADrwvPv/ahlPLPKjQWxRIi2hgiGfERinrxgER1eWQeZmKkHSLjScy0QzpkEqsL4BrzXyslqnzUl1CQPbl3e0V8zVLgVQI7hWPyZVzM4STVo0kGO2qXXWbQcqBSWUDz03xV3NVYfoPJpsqsTfxTFs290ZwEtT9lExlPMdBZM38NH01wbXU1Tb1Rr6tYds4dWV1LMlIZF5fmyKIdzsSM/2suNPbHGOyoLevYFIvP3ZfYqlDcLlLSMBhHm9F/QJNeC8ja4YXxVGYCBgMdNcRq/KRCJuONQVKhylRdQ+n+xjMRgC/llOwnobhzWQppoApFxdFtl+qRRFEJaoGnUbQQGGmH1quTWZVJLzBcO5ZioKMGZ9rNVEZXkNQEibBJMG7ddDWoOxLHuHtTIpcjygAolj16JitB7ZZWIXXnsFKeCw2DcbQZ76NJkI6k7fKk54oRMBXxMdYSLlvl82hbFc29MXwpO6/72o24au6/61AuIMWyp3YkgeaW7ormCojVLUATFym9vPsbDnt+ds8oCAmhaIaWnmjZXC5S96Q2BjpqSpZhyOzzFHcXagegqChGxqFmJIE/aefSQNNl9omXkqCW4K3Iq/0LYwBmYeb7a4CZdvClHDJlanUJYPsNJpqC1A4n84yhBCaaKlOFrVhclAFQVAwj7dB2dQLhehOgabn4ExajbVUkqsvXSNvVBXqRNEiA/o7ahatBEIJExEcolrl5tzMBZqa8BgAgVh9ESKgZud44JtoQJFavDMDdiDIAiopROzyVm/yn0STUD02VVfLZMjSMTH5vZBdIVpkLXoA21hrGzDgYmWwviKzPveBKJWQqUfwmBNHGENGGILrt4ugaLFD8Q7H0UAZAUTECRfzhAMKV3uRTht65gXim6DgEMNoaXvD3c3WNgY4a/EkbM+NgGRpNA/G8NpgukA7oWIEK/jyFqEjvYkV5UVEdxeLiSiKjSdouTdB2eYLIWDIX3HRKVNcKKFurwqqJVF7zmWmk5lXCLgpCkA6ZxGsDpKt8DKypIVFl4nK981kg5dDQH0MUKdJSKBYKZQAUi4eUtPREqR1J4Ms4+NIOtcMJmrMZLpP1wYLUQlfAVMQ/pwKlhWA2wbPZhNIWEsenM9kYAnHdHTQtgd3YFyvLGBTLE+UCUiwagYSNL2XnrbA16UkQ+xM2iWofhhWkZjQJQiCkJFnlY2wRXC+lmKr24U9ahbsAmRVKKxPVY0nEDWOYLhTTLae87hgpCSRsQtE0AFM1/rJnZinKgzIAikXDn7QKJjXwVrf+pEU6bBJtDBGrD2JkHBxDWxDRtVthqsZP1WQ6Z6gknkDaaGu4bLsQ8DJ+iqaiCjCs8sRDpqkfmiI8mc59duFomni1H9uvIyQkw2Zl4xOKBUN9iopFwzE0pKDACEiR7/+XmqjchCIEQ6urCcYzhGIZHEMjXhMou/x0OmjiSxUaAU2CVUYVTl/SJjyZztsRCQmRyXQuPlE77H2G0fpA1nWlsoTuVJQBUCwaUxEfddcSeRWtXnGVKGue/00RgmTETzJSuTFF6wPexDtDJsIVEK/1Y1gOdb0xfGkbV9eYrA8QrwssysQbjGeK79rIT1UVEqrHUuiOZKy1/I1sFAuDMgCKRUPqGkOrq2nsi6HbXrTVMTSGV0bK6l4pRSgaZfMnn1J3bZiRtlbO7d5FKly++MNMHFNnsKOG2mtTBBI2ri6I1gVIBw1au6O5Fblmu9QNJ9AdyWRTaMHHcSufi9c2Ms1EQxBXpYzekSgDoFhUbEMjVuPHl7bJBExitX4os6aMcF1028H2XQ9k1g1d47P/+E/ojovuOLR297DlyCf88pt/SKy+rqzjm8b26Yysqs471pTtTTATTXpB42hDcMEN6VTEpHb41l5TPzRVMG7FnYEyAIpFIxRN09gfB7K5/XGLyESKwY6asuT5a7bNfW+/w4YTp9Ach1htLR9+5kkG16xh/2uvY2auawAZjoPmOOx9623e/MqXF31sc8UsEhcAQIBuuQseq7jVz0UAwbiFmbJVYPgORNUBKBYFX9KisT+e5zvWpJfRUjcYp7l7klUXxmi5MklgKrMoY3j4l79iw4lTGLaNJiU14+M8+eLPqB8cpHFwqDDgCrRe7V6Usdwutl8vrtApSxfSzQepCWSJ05aqivCMwOJ8horFRRkAxaJQPxAvLvMAhGMWwYSN7kgCKZum3hjBbM75QhGIT9F+sQvDtvOOa47Dto8O4WrFv/q2ubTy3ScbgsgixXLxGr/Xy3ehEYJoXZECPcAyRVEjIMWtxQ4USwe1Z1MsPFLOKqNQLNWx/lqCvgUQgAtMZagdTuJLWRw+8AVc3cTyBwgkYqw9fYSmwW5qx8bp2rqFtafPYDhO7rW2YXB+5455vf9Ckw6ZDK+MUD80hWG5yGxvgolFCABPM9noKX9Wj3mKoFIIJpqC2KZOc2+RymTpSWYr7jyUAVAsPEIgNXFLOja67SIkBavdWyEYTdM4EM9mzAhSVTW5x5JVNZy591HkJ+8y0VTDoSceJzI5SVP/AK6mobku/R1rOPbwg7c/gEUiVeWjv8oH7rR06CKvtoVgsinEZGMQzZG4ugAhaLs0UWC8JZAOGmUv4FMsDMoAKBaFaF2A6tHknH2MUhOzTv5m2qZqPIVhuaTCJvGaQL4LRErqriWKCrtN4xoGl7fsoW9dPbbP5LXf/z1qR0aIjI8z0dBYseyfOaPlX28oHscxDNLBRdLqFwI32wNYc1zMjFP4FMBX5LjizkAZAMWiMNno6cmHJ9PF9e5n4AqI1fqpmvAKoZJVJpb/+lczGMvQ2B/L9asNJCwi4zdkE0kw7JurdyaqqonV1eb+nmhsZKKx8fYuskI09/Ty8Cu/IhifQiAZXrGCdz//HMmqeRZkSYkvZaPbsmBVL2fZdcz2mGJpowyAYnEQgrG2KiaaQqy8OF6y5aIEElU+IuMp72USaka8CtjxZq8oq2EwXiAoh+1SPZpkIvschNe4Xb+J28m+wwuWwpNRnnrhJ5iWlTvW3NvHM//0z/zsu9/JuYfMlE3dtQT+lI2jCyYbgkzV+Eu6j3wJi+a+6/LTAkgFDHTHRQpBvDZAMmwWtM+cNt6KOxPluFMsKq6h4RilV4h9nTWE4hk06U3sgusVpv6E1zSlWCxBkxCamXooBNH6ALPtAVxY1OBpOdhw7Biam3+VmpSEYnGa+/oAz13WenWSQMJCcyWm5VI/NEVkNNvmUUr8CYtQNI2RcYiMJrxqY0de/xyk17DHl3Hxpx3qrk3hCrD8Om7W2LrCE4aLNqh2kXcqagegWHSi9UHPPz/jmBc81PFnHG/Wv2GOFxKqomkmGktPLjemckYbgoRiGXzpwuIpCUTr/EtLg+g2qB6fQHcKfe4SCEe9DJ2a4UTOXTaNJqF2NEmi2k9zbxTDcnMvLOWiu/H1oSmLgTU1aFJiWC4Zv1F20TzFwqJ2AIpFJ14XYKrGj8RzGbh4/W6Hp+UDSnltpMQxdawixVCu8CZ0M2V7/XWlBCGwfXpxd5MGVhn1/ReLofZ2LKNw3aZJl5HWVgD8JaqHhYTmnknMjJtb6d/qBOBP2WSCJomsPLTizkbtABSLTzYeMNkYxJd2sE0tF+RNlWg0IoWn1Q8wvDJCc080lwevZTXp6wencrEBV4PhVdUkIj6CWZdS/gkhFb7zDUDXPVu55+NDaPE4etYVZBkGPevX57KYLJ9WMiBuWrLAONxKCNcxNHxJm2A8g9QEU9U+1Tv4DkYZAEXZcEydpKFhWC6a4+LqGlLXGG0N0zgwlXueFF5h0bRxcEydgc7aXIaKowtauqN5q1fNhZbuKP0d1aRCpuf/ntHgZbw5VLY+w4uJ7fPx8rf+kB3vf8iaCxexTYOzu3dxbveu3HNitQH8iXjB6n4+uToSz8iGYmnCUU8yWgI1IwlGW8MkagLzOLuiUigDoCgbockU9UMJhPRWoYmwyWhrFdXjKSSeO8IFkHi++umMFSkJTHkBzVTIpHo0UXQVK4GGwSmG1tQQjFuEYmlcXSNe47+rhMrSoRCHnnqCQ089kXdct10a+2L4UjZCXG/DcLOJf3qzVOp5EnA0iNUEqBlP5XZXIvtgw+AUySof8i4wsMuNu+dXoVjS+BMWDTNcNgDBKYvWq5MYtptbrU7/v7E/Ru/6Osy0Q0tP9HqDdgmWqZUMWvrSTrbBi49kxLd4F7TUkJLmbs+/P/PelAyvkFVoxYun6CWeOH1Yd6F2LFX8ScL7LO/0APtyRBkARVmoHi3e9Ny03OKTuSsxUzYtvTF0J/+FZsbNTWA34i5TUTJfysYocS9vvFcz/xZ4qbq6VTxmMKe7OXfFD8USQ+3ZFGWh1OQ0G2bGub7yn8G0u6dInHfZ5qTrtiw6Wwu8GIgrrt8zccPjZnbyL3Y/50qyahnttu4ilAFQlIVUyCg5ody49pRkK4KHE0VnIQGkgjqWT8tNahJPIjlWtzyDkZmAXrSXrytgojHIyIoq0oHi2Tpixn/TqbqldljT5FJ6BYysWBotPhW3TkVdQEKIvwD+GmiSUo5UciyKxSXaECQczRQ0PZ9sCGJmHEIxr6p3ehITgM+WRY2GKyBR60kb6JaDYblYPn1ZK1I6pk68xu81lp9OjcXr8BWvDVAzmsSfvrlomwAsUyda56d+FnE9RxdMNoZIRHzL+r7f6VTMAAgh2oGngaXVgkmxKHipnDXUjiQJTFk4hiBaH8wFDqMpm+qRBKG4lbctnVkkLPAm/0zAYKralzuvykP3GGsJkw4aRMZSaK4kEfERbQii25LIeKroDqEYQkqklqFxsJvxhhVIPXt/hcil1Y6uiNwVdRXLnUruAP4D8G+Alyo4BkUZcUyd0bbiipVWwChZmSpF1oWkaSQiPhIL0DjmrkQIpmoCTN2Qk181URiAh+JuHolXnPfkT35CzcgIUzUNDKxaR7S+GdvnJxn2M7S6kUxQ5Y/cDVTkUxRCfAHok1IeEzf5IQshvgd8D8Bf3VSG0SkqhW1qJX3P0YYQ6RJVw4rZcbO9ForGCLhudCVeXwZXTxMZH0eXkuqJEaonrntnezs76Nn0u2UYtaIcLJoBEEK8AbQWeegvgX8HfGYu55FSfh/4PkCkbYNKOLuLidcFqJpM501UEk9+IK1WnLdNIuKj7tpUwXEpYKw5RGQyg267pEIGk40h6oaHkCV6JgeSycUerqKMLNqvSkr5VLHjQojtQCcwvfpfBRwVQuyVUg4u1ngUSx/LbzCyIkLDQDyX/mn5dIZXRZTLZx64hsZoWxUNA/G842OtYc9lVJefOjvW3FQ0/dbWdbrXr1/UsSrKS9mXVVLKE0Dz9N9CiCvAfSoLSAGQjPjorfIqgF1N4PhUgHchSFT7SYZNQnGvkUyyyiypjeSYJh89+TgPvPEWmm2jAbZhkKiq4uye3WUctWKxUftqxdJDiLtKu2epIHUtp7B6M7p2bGeyqZHNh48Sik/Ru34t53fswPargq+7iYr/yqSUHZUeg0KhKGSkrY33Pv9cpYehWERUBYdCoVAsU5QBUCgUimWKMgAKhUKxTFEGQKFQKJYpygAoFArFMkUZAIVCoVimKAOgUCgUyxRlABQKhWKZogyAQqFQLFOUAVAoFIplijIACoVCsUxRBkChUCiWKcoAKBQKxTJFGQCFQqFYpigDoFAoFMsUZQAUCoVimaIMgEKhUCxThCzS/HmpIoQYBq5WehwlaASWe19jdQ881H1Q9wCW1j1YI6VsuvHgHWUAljJCiMNSyvsqPY5Kou6Bh7oP6h7AnXEPlAtIoVAolinKACgUCsUyRRmAheP7lR7AEkDdAw91H9Q9gDvgHqgYgEKhUCxT1A5AoVAolinKACgUCsUyRRmARUAI8RdCCCmEaKz0WMqNEOKvhRBnhRDHhRA/FULUVnpM5UII8VkhxDkhxEUhxP9U6fGUGyFEuxDibSHEGSHEKSHEv6r0mCqFEEIXQnwihHi50mOZDWUAFhghRDvwNNBd6bFUiNeBe6SUO4DzwL+t8HjKghBCB/4GeBbYCnxdCLG1sqMqOzbwr6WUW4AHgP9uGd6Daf4VcKbSg7gZygAsPP8B+DfAsoyuSylfk1La2T8/BFZVcjxlZC9wUUp5SUqZAf4J+GKFx1RWpJQDUsqj2X/H8CbAlZUdVfkRQqwCngP+a6XHcjOUAVhAhBBfAPqklMcqPZYlwh8Dv6r0IMrESqBnxt+9LMPJbxohRAewG/iosiOpCP8H3iLQrfRAboZR6QHcaQgh3gBaizz0l8C/Az5T3hGVn9nugZTypexz/hLPJfDDco6tgogix5blLlAIUQW8CPy5lDJa6fGUEyHE88A1KeURIcRjlR7PzVAG4BaRUj5V7LgQYjvQCRwTQoDn+jgqhNgrpRws4xAXnVL3YBohxLeB54En5fIpNOkF2mf8vQror9BYKoYQwsSb/H8opfxJpcdTAR4CviCE+BwQAKqFED+QUn6jwuMqiioEWySEEFeA+6SUS0UNsCwIIT4L/O/AASnlcKXHUy6EEAZe0PtJoA84BPyBlPJURQdWRoS38vk7YExK+eeVHk+lye4A/kJK+Xylx1IKFQNQLDT/CYgArwshPhVC/OdKD6gcZAPf/xJ4FS/4+c/LafLP8hDwTeCJ7Gf/aXYlrFiiqB2AQqFQLFPUDkChUCiWKcoAKBQKxTJFGQCFQqFYpigDoFAoFMsUZQAUCoVimaIMgEKxQAghfi2EmFjqCpAKxTTKACgUC8df4+XBKxR3BMoAKBS3iBDi/my/g4AQIpzVvr9HSvkmEKv0+BSKuaK0gBSKW0RKeUgI8XPgfwOCwA+klCcrPCyF4pZRBkChuD3+Vzy9nxTw31d4LArFbaFcQArF7VEPVOHpHgUqPBaF4rZQBkChuD2+D/zPeP0O/qrCY1EobgvlAlIobhEhxLcAW0r5D9lewO8LIZ4A/hdgM1AlhOgFviulfLWSY1UoZkOpgSoUCsUyRbmAFAqFYpmiDIBCoVAsU5QBUCgUimWKMgAKhUKxTFEGQKFQKJYpygAoFArFMkUZAIVCoVim/P++/TFE9ZrvugAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_decision_boundary(lambda x: clf.predict(x), X, np.squeeze(Y)) #绘制决策边界\n",
    "plt.title(\"Logistic Regression\") #图标题\n",
    "LR_predictions  = clf.predict(X.T) #预测结果\n",
    "print (\"逻辑回归的准确性： %d \" % float((np.dot(Y, LR_predictions)+\n",
    "        np.dot(1 - Y,1 - LR_predictions)) / float(Y.size) * 100)+\n",
    "        \"% \" , \"(正确标记的数据点所占的百分比)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 构建神经网络的一般方法是：\n",
    "\n",
    "* 定义神经网络结构（输入单元的数量，隐藏单元的数量等）。\n",
    "* 初始化模型的参数\n",
    "* 循环：\n",
    "   * 实施前向传播\n",
    "   * 计算损失\n",
    "   * 实现向后传播\n",
    "   * 更新参数（梯度下降）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def layer_sizes(X , Y):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "     X - 输入数据集,维度为（输入的数量，训练/测试的数量）\n",
    "     Y - 标签，维度为（输出的数量，训练/测试数量）\n",
    "    \n",
    "    返回：\n",
    "     n_x - 输入层的数量\n",
    "     n_h - 隐藏层的数量\n",
    "     n_y - 输出层的数量\n",
    "    \"\"\"\n",
    "    n_x = X.shape[0] #输入层\n",
    "    n_h = 4 #，隐藏层，硬编码为4\n",
    "    n_y = Y.shape[0] #输出层\n",
    "    \n",
    "    return (n_x,n_h,n_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试layer_sizes=========================\n",
      "输入层的节点数量为: n_x = 5\n",
      "隐藏层的节点数量为: n_h = 4\n",
      "输出层的节点数量为: n_y = 2\n"
     ]
    }
   ],
   "source": [
    "print(\"=========================测试layer_sizes=========================\")\n",
    "X_asses , Y_asses = layer_sizes_test_case()\n",
    "(n_x,n_h,n_y) =  layer_sizes(X_asses,Y_asses)\n",
    "print(\"输入层的节点数量为: n_x = \" + str(n_x))\n",
    "print(\"隐藏层的节点数量为: n_h = \" + str(n_h))\n",
    "print(\"输出层的节点数量为: n_y = \" + str(n_y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "def initialize_parameters( n_x , n_h ,n_y):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "        n_x - 输入层节点的数量\n",
    "        n_h - 隐藏层节点的数量\n",
    "        n_y - 输出层节点的数量\n",
    "    \n",
    "    返回：\n",
    "        parameters - 包含参数的字典：\n",
    "            W1 - 权重矩阵,维度为（n_h，n_x）\n",
    "            b1 - 偏向量，维度为（n_h，1）\n",
    "            W2 - 权重矩阵，维度为（n_y，n_h）\n",
    "            b2 - 偏向量，维度为（n_y，1）\n",
    "\n",
    "    \"\"\"\n",
    "    np.random.seed(2) #指定一个随机种子，以便你的输出与我们的一样。\n",
    "    W1 = np.random.randn(n_h,n_x) * 0.01\n",
    "    b1 = np.zeros(shape=(n_h, 1))\n",
    "    W2 = np.random.randn(n_y,n_h) * 0.01\n",
    "    b2 = np.zeros(shape=(n_y, 1))\n",
    "    \n",
    "    #使用断言确保我的数据格式是正确的\n",
    "    assert(W1.shape == ( n_h , n_x ))\n",
    "    assert(b1.shape == ( n_h , 1 ))\n",
    "    assert(W2.shape == ( n_y , n_h ))\n",
    "    assert(b2.shape == ( n_y , 1 ))\n",
    "    \n",
    "    parameters = {\"W1\" : W1,\n",
    "\t              \"b1\" : b1,\n",
    "\t              \"W2\" : W2,\n",
    "\t              \"b2\" : b2 }\n",
    "    \n",
    "    return parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试initialize_parameters=========================\n",
      "W1 = [[-0.00416758 -0.00056267]\n",
      " [-0.02136196  0.01640271]\n",
      " [-0.01793436 -0.00841747]\n",
      " [ 0.00502881 -0.01245288]]\n",
      "b1 = [[0.]\n",
      " [0.]\n",
      " [0.]\n",
      " [0.]]\n",
      "W2 = [[-0.01057952 -0.00909008  0.00551454  0.02292208]]\n",
      "b2 = [[0.]]\n"
     ]
    }
   ],
   "source": [
    "#测试initialize_parameters\n",
    "print(\"=========================测试initialize_parameters=========================\")    \n",
    "n_x , n_h , n_y = initialize_parameters_test_case()\n",
    "parameters = initialize_parameters(n_x , n_h , n_y)\n",
    "print(\"W1 = \" + str(parameters[\"W1\"]))\n",
    "print(\"b1 = \" + str(parameters[\"b1\"]))\n",
    "print(\"W2 = \" + str(parameters[\"W2\"]))\n",
    "print(\"b2 = \" + str(parameters[\"b2\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def forward_propagation( X , parameters ):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "         X - 维度为（n_x，m）的输入数据。\n",
    "         parameters - 初始化函数（initialize_parameters）的输出\n",
    "    \n",
    "    返回：\n",
    "         A2 - 使用sigmoid()函数计算的第二次激活后的数值\n",
    "         cache - 包含“Z1”，“A1”，“Z2”和“A2”的字典类型变量\n",
    "     \"\"\"\n",
    "    W1 = parameters[\"W1\"]\n",
    "    b1 = parameters[\"b1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    b2 = parameters[\"b2\"]\n",
    "    #前向传播计算A2\n",
    "    Z1 = np.dot(W1 , X) + b1\n",
    "    A1 = np.tanh(Z1)\n",
    "    Z2 = np.dot(W2 , A1) + b2\n",
    "    A2 = sigmoid(Z2)\n",
    "    #使用断言确保我的数据格式是正确的\n",
    "    assert(A2.shape == (1,X.shape[1]))\n",
    "    cache = {\"Z1\": Z1,\n",
    "             \"A1\": A1,\n",
    "             \"Z2\": Z2,\n",
    "             \"A2\": A2}\n",
    "    \n",
    "    return (A2, cache)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试forward_propagation=========================\n",
      "-0.0004997557777419902 -0.000496963353231779 0.00043818745095914653 0.500109546852431\n"
     ]
    }
   ],
   "source": [
    "#测试forward_propagation\n",
    "print(\"=========================测试forward_propagation=========================\") \n",
    "X_assess, parameters = forward_propagation_test_case()\n",
    "A2, cache = forward_propagation(X_assess, parameters)\n",
    "print(np.mean(cache[\"Z1\"]), np.mean(cache[\"A1\"]), np.mean(cache[\"Z2\"]), np.mean(cache[\"A2\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_cost(A2,Y,parameters):\n",
    "    \"\"\"\n",
    "    计算方程（6）中给出的交叉熵成本，\n",
    "    \n",
    "    参数：\n",
    "         A2 - 使用sigmoid()函数计算的第二次激活后的数值\n",
    "         Y - \"True\"标签向量,维度为（1，数量）\n",
    "         parameters - 一个包含W1，B1，W2和B2的字典类型的变量\n",
    "    \n",
    "    返回：\n",
    "         成本 - 交叉熵成本给出方程（13）\n",
    "    \"\"\"\n",
    "    \n",
    "    m = Y.shape[1]\n",
    "    W1 = parameters[\"W1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    \n",
    "    #计算成本\n",
    "    logprobs = logprobs = np.multiply(np.log(A2), Y) + np.multiply((1 - Y), np.log(1 - A2))\n",
    "    cost = - np.sum(logprobs) / m\n",
    "    cost = float(np.squeeze(cost))\n",
    "    \n",
    "    assert(isinstance(cost,float))\n",
    "    \n",
    "    return cost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试compute_cost=========================\n",
      "cost = 0.6929198937761266\n"
     ]
    }
   ],
   "source": [
    "#测试compute_cost\n",
    "print(\"=========================测试compute_cost=========================\") \n",
    "A2 , Y_assess , parameters = compute_cost_test_case()\n",
    "print(\"cost = \" + str(compute_cost(A2,Y_assess,parameters)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def backward_propagation(parameters,cache,X,Y):\n",
    "    \"\"\"\n",
    "    使用上述说明搭建反向传播函数。\n",
    "    \n",
    "    参数：\n",
    "     parameters - 包含我们的参数的一个字典类型的变量。\n",
    "     cache - 包含“Z1”，“A1”，“Z2”和“A2”的字典类型的变量。\n",
    "     X - 输入数据，维度为（2，数量）\n",
    "     Y - “True”标签，维度为（1，数量）\n",
    "    \n",
    "    返回：\n",
    "     grads - 包含W和b的导数一个字典类型的变量。\n",
    "    \"\"\"\n",
    "    m = X.shape[1]\n",
    "    \n",
    "    W1 = parameters[\"W1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    \n",
    "    A1 = cache[\"A1\"]\n",
    "    A2 = cache[\"A2\"]\n",
    "    \n",
    "    dZ2= A2 - Y\n",
    "    dW2 = (1 / m) * np.dot(dZ2, A1.T)\n",
    "    db2 = (1 / m) * np.sum(dZ2, axis=1, keepdims=True)\n",
    "    dZ1 = np.multiply(np.dot(W2.T, dZ2), 1 - np.power(A1, 2))\n",
    "    dW1 = (1 / m) * np.dot(dZ1, X.T)\n",
    "    db1 = (1 / m) * np.sum(dZ1, axis=1, keepdims=True)\n",
    "    grads = {\"dW1\": dW1,\n",
    "             \"db1\": db1,\n",
    "             \"dW2\": dW2,\n",
    "             \"db2\": db2 }\n",
    "    \n",
    "    return grads"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试backward_propagation=========================\n",
      "dW1 = [[ 0.01018708 -0.00708701]\n",
      " [ 0.00873447 -0.0060768 ]\n",
      " [-0.00530847  0.00369379]\n",
      " [-0.02206365  0.01535126]]\n",
      "db1 = [[-0.00069728]\n",
      " [-0.00060606]\n",
      " [ 0.000364  ]\n",
      " [ 0.00151207]]\n",
      "dW2 = [[ 0.00363613  0.03153604  0.01162914 -0.01318316]]\n",
      "db2 = [[0.06589489]]\n"
     ]
    }
   ],
   "source": [
    "#测试backward_propagation\n",
    "print(\"=========================测试backward_propagation=========================\")\n",
    "parameters, cache, X_assess, Y_assess = backward_propagation_test_case()\n",
    "\n",
    "grads = backward_propagation(parameters, cache, X_assess, Y_assess)\n",
    "print (\"dW1 = \"+ str(grads[\"dW1\"]))\n",
    "print (\"db1 = \"+ str(grads[\"db1\"]))\n",
    "print (\"dW2 = \"+ str(grads[\"dW2\"]))\n",
    "print (\"db2 = \"+ str(grads[\"db2\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def update_parameters(parameters,grads,learning_rate=1.2):\n",
    "    \"\"\"\n",
    "    使用上面给出的梯度下降更新规则更新参数\n",
    "    \n",
    "    参数：\n",
    "     parameters - 包含参数的字典类型的变量。\n",
    "     grads - 包含导数值的字典类型的变量。\n",
    "     learning_rate - 学习速率\n",
    "    \n",
    "    返回：\n",
    "     parameters - 包含更新参数的字典类型的变量。\n",
    "    \"\"\"\n",
    "    W1,W2 = parameters[\"W1\"],parameters[\"W2\"]\n",
    "    b1,b2 = parameters[\"b1\"],parameters[\"b2\"]\n",
    "    \n",
    "    dW1,dW2 = grads[\"dW1\"],grads[\"dW2\"]\n",
    "    db1,db2 = grads[\"db1\"],grads[\"db2\"]\n",
    "    \n",
    "    W1 = W1 - learning_rate * dW1\n",
    "    b1 = b1 - learning_rate * db1\n",
    "    W2 = W2 - learning_rate * dW2\n",
    "    b2 = b2 - learning_rate * db2\n",
    "    \n",
    "    parameters = {\"W1\": W1,\n",
    "                  \"b1\": b1,\n",
    "                  \"W2\": W2,\n",
    "                  \"b2\": b2}\n",
    "    \n",
    "    return parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试update_parameters=========================\n",
      "W1 = [[-0.00643025  0.01936718]\n",
      " [-0.02410458  0.03978052]\n",
      " [-0.01653973 -0.02096177]\n",
      " [ 0.01046864 -0.05990141]]\n",
      "b1 = [[-1.02420756e-06]\n",
      " [ 1.27373948e-05]\n",
      " [ 8.32996807e-07]\n",
      " [-3.20136836e-06]]\n",
      "W2 = [[-0.01041081 -0.04463285  0.01758031  0.04747113]]\n",
      "b2 = [[0.00010457]]\n"
     ]
    }
   ],
   "source": [
    "#测试update_parameters\n",
    "print(\"=========================测试update_parameters=========================\")\n",
    "parameters, grads = update_parameters_test_case()\n",
    "parameters = update_parameters(parameters, grads)\n",
    "\n",
    "print(\"W1 = \" + str(parameters[\"W1\"]))\n",
    "print(\"b1 = \" + str(parameters[\"b1\"]))\n",
    "print(\"W2 = \" + str(parameters[\"W2\"]))\n",
    "print(\"b2 = \" + str(parameters[\"b2\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "def nn_model(X,Y,n_h,num_iterations,print_cost=False):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "        X - 数据集,维度为（2，示例数）\n",
    "        Y - 标签，维度为（1，示例数）\n",
    "        n_h - 隐藏层的数量\n",
    "        num_iterations - 梯度下降循环中的迭代次数\n",
    "        print_cost - 如果为True，则每1000次迭代打印一次成本数值\n",
    "    \n",
    "    返回：\n",
    "        parameters - 模型学习的参数，它们可以用来进行预测。\n",
    "     \"\"\"\n",
    "     \n",
    "    np.random.seed(3) #指定随机种子\n",
    "    n_x = layer_sizes(X, Y)[0]\n",
    "    n_y = layer_sizes(X, Y)[2]\n",
    "    \n",
    "    parameters = initialize_parameters(n_x,n_h,n_y)\n",
    "    W1 = parameters[\"W1\"]\n",
    "    b1 = parameters[\"b1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    b2 = parameters[\"b2\"]\n",
    "    \n",
    "    for i in range(num_iterations):\n",
    "        A2 , cache = forward_propagation(X,parameters)\n",
    "        cost = compute_cost(A2,Y,parameters)\n",
    "        grads = backward_propagation(parameters,cache,X,Y)\n",
    "        parameters = update_parameters(parameters,grads,learning_rate = 0.5)\n",
    "        \n",
    "        if print_cost:\n",
    "            if i%1000 == 0:\n",
    "                print(\"第 \",i,\" 次循环，成本为：\"+str(cost))\n",
    "    return parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试nn_model=========================\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/xieyipeng/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:19: RuntimeWarning: divide by zero encountered in log\n",
      "/home/xieyipeng/Documents/MachineLearning/wuenda_py/couse1/do_not_src/Week_3_2/planar_utils.py:25: RuntimeWarning: overflow encountered in exp\n",
      "  s = 1/(1+np.exp(-x))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "W1 = [[-3.89167767  4.77541602]\n",
      " [-6.77960338  1.20272585]\n",
      " [-3.88338966  4.78028666]\n",
      " [ 6.77958203 -1.20272574]]\n",
      "b1 = [[ 2.11530892]\n",
      " [ 3.41221357]\n",
      " [ 2.11585732]\n",
      " [-3.41221322]]\n",
      "W2 = [[-2512.9093032  -2502.70799785 -2512.01655969  2502.65264416]]\n",
      "b2 = [[-22.29071761]]\n"
     ]
    }
   ],
   "source": [
    "#测试nn_model\n",
    "print(\"=========================测试nn_model=========================\")\n",
    "X_assess, Y_assess = nn_model_test_case()\n",
    "\n",
    "parameters = nn_model(X_assess, Y_assess, 4, num_iterations=10000, print_cost=False)\n",
    "print(\"W1 = \" + str(parameters[\"W1\"]))\n",
    "print(\"b1 = \" + str(parameters[\"b1\"]))\n",
    "print(\"W2 = \" + str(parameters[\"W2\"]))\n",
    "print(\"b2 = \" + str(parameters[\"b2\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(parameters,X):\n",
    "    \"\"\"\n",
    "    使用学习的参数，为X中的每个示例预测一个类\n",
    "    \n",
    "    参数：\n",
    "\t\tparameters - 包含参数的字典类型的变量。\n",
    "\t    X - 输入数据（n_x，m）\n",
    "    \n",
    "    返回\n",
    "\t\tpredictions - 我们模型预测的向量（红色：0 /蓝色：1）\n",
    "     \n",
    "     \"\"\"\n",
    "    A2 , cache = forward_propagation(X,parameters)\n",
    "    predictions = np.round(A2)\n",
    "    \n",
    "    return predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================测试predict=========================\n",
      "预测的平均值 = 0.6666666666666666\n"
     ]
    }
   ],
   "source": [
    "#测试predict\n",
    "print(\"=========================测试predict=========================\")\n",
    "\n",
    "parameters, X_assess = predict_test_case()\n",
    "\n",
    "predictions = predict(parameters, X_assess)\n",
    "print(\"预测的平均值 = \" + str(np.mean(predictions)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第  0  次循环，成本为：0.6930480201239823\n",
      "第  1000  次循环，成本为：0.3098018601352803\n",
      "第  2000  次循环，成本为：0.2924326333792646\n",
      "第  3000  次循环，成本为：0.2833492852647412\n",
      "第  4000  次循环，成本为：0.27678077562979253\n",
      "第  5000  次循环，成本为：0.2634715508859328\n",
      "第  6000  次循环，成本为：0.24204413129940774\n",
      "第  7000  次循环，成本为：0.23552486626608768\n",
      "第  8000  次循环，成本为：0.23140964509854278\n",
      "第  9000  次循环，成本为：0.22846408048352365\n",
      "准确率: 90%\n"
     ]
    },
    {
     "data": {
      "image/png": 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L0ZgRhIXuEPtB8DcYWBSQUuqfKKWOK6VOA98L/M9BCf9W7qSi3lGmWu0zKRNwHL1NKcX8rVp7pIkCp6ZYXdEjdtfRQksp8H39z0O4viDUWgb1cbdMl8YBakaIW9GJvvbsw8zSYrcS7oVSsLLkkct4FAs+Swsut+f7H1vI+9yed7h5rcbVl6t4nXaigG2z32RLYOTrQ+Af2BrhsOA6PSSIglB9dFmrKvw+ZoZ8zmNsIkQ+57UeyvULD3Pz/IP4hsnnlMtrVp/hgdwlHs6+yK3YFK50PLoiPJO+DyUGX7f6zA5e4f6nWrkztacUuFu0mDmO4tqlKmfviQQzgTtgvwn+BgPPAwBQSn1MKfWOQfejF8GMYGNGx0Nd0SIikBo2m6Yd2eApM+rbPE81R6I3zj/EjQsP4YVslGlSs8J8euQR/iI7jXp5jtctfglRftdMwDUsnkndQ61TORxyrNDdCeStynPXhVIhmAVshzc88+59LT/2hQI4CAQVR3sTjRnMnLSxbS1FDENHAU1MhZr72LbR3N5KI9Ikl3WbpiAF3LzwIL4VatvXt0Jcu/dR8jmP2NNfI+kUeksuz2exFt25CzwAjI5b3bdiGzphK+ajBoWCt/lOAYCWGYMI7dwOR2uodJc88YHH4eLjgVmog3jC5MwFE6VUX/PAsZM2N69W18MNFQylTGpVn9XldaHimyauGep5jlo0BoDjKpLlHLlQomt6oQyD3LUMleNCJHo0xjeptIXvK5ZvuzqiR2Bk1CIaExbnHBxn01NsGc9VVCs+4cjRuLd3wn4e8XcSKIA7IPAP9Kaf8Pd9n1LRJzFkgAiWKdRqPtWqTyXTPvw0PA+7WqYWjXedJ5bL6A8K7rv1LAuvmMJrUQCG6zA+dw2rVmN12eTYiaMTxzg8EiI9bOF5YJrrv4VhuLCDrvF8zqeQrxKOCMdPhTHNwB/Q4CAJ/gaBGr8LAv/A5hTyLi9/rcrinENm1Sez4rF82yWX8amUuwWTAOee+zxGh3fScF3OPf+F5k6jpRUe+NyfEynmEN/HcF2OXX+Je5/+NKBzDo4aIoJlSZsi3sj/kkgaWL0nWxuiFFTKioXZ2h308nByUOVAMAPYAYKKo72p1Xxmb2zf/jA5dw3Tc5l9+FXkrQSxfIazz3+R9OoiCIRCwuqyw4gzy9f9fx/ENy0Mz6O1qEEoJBuapI4Kw6NWW05AK8WCz/iUxe357lAgEQiFoLaBjC8WfHxfHemKoQdV8DcIFMAOEfgHusms3nlW7tjiLcY/eouRcYtq2adY0NnBQymT9IjJjataMglget3tFAs+169UOXlaJ5oppcjnPLJrHr4PQymD9LCFHHLhlRwymae3AlB1P0ylrMhl1v0whqkVx+rSxr+fUvUs4iNoRxhU7Z6dJlAAO0zgH1inVrs727NSOnv19PkwM/a6lHG2YN5RSucf3F50mDpmszjnkMt669myFZ98zuPE6fChniWICLG4octrdBAOC6ZpMD1jMzruUy75GIbO7l5Zcjd1HVghnb2dz/k6omvYIp48/BnDg6zds9MECmCXCBQBxGIGxfzWbPGmqesIdaIU5LMeo+PrCiBkG4RCsqmCaRybHvHIZryubZWKopj3SQx1l5Y4TExMhbhxtdqWjCcCk8faQ3UtS7h2uYKzRdO+CNxecJtKtVSskRo2mZw+nM73g27u6cURnLztLUfZUZwatrD6DDFEdM6AiHZGjoz1iGWv0ytO/dgJu3n8RigFt671lmjK1zWKDjvhiMHpc2GGR0wiUSE1bHL6XJhorF3xrdx2tiz8DQMch67yHtk179A54F/5dvfQvsPBDGCPOIoVR01TOHUuwvJth0K91EM8YTAxHcJxdC2gcFiwwwa1ms/y7d7OyF4j9HDE4Ny9EfI5D9fR9v1eJRGU6j2zaPZxg2Jo+wXXVVTKHo6jqJQUYujY/2hs6+O3kG0wscnIvHOWtBGGAX4fF0Gp6GPbh2NseVgFf4NAAewhjYqjf+z/33zlTw7nrVdKm1WyGW0aGEqbTE6HmDrWLnxMEyKR9b9t22B03GJlad2kIIIetfZJOjIMIZXW9zE5ZDbNHErpY0XAV/S1ZYtAKr1/zT9KKZYXHVZXPArJNLOn76MaSzB8e5ZjN19mcsRjdPwO4jj7tbeNffvVEBLhUOQGHHbB3+BwSqF9zjcZfx8uHk7/QKeztVT0yWc9jp2wN3UOjo6HiCdN8hkXBQylrC1n89phgzMXIuQyLrWqIhI18DzFUo9ZRYNjJ2xC+3ikms96rK16LE2d5GuvehO+YYBhkBmdZPbs/Tz2iQ+TSqu7rgXUIDlkkl27e5NYPLF/7+lmRP78O/iJfzc16G7sGYECGCCHzVFcrfhtwh/0aLxY0BEmsfjmo+1IxCAydWdORNMUhkfXR8Tlso/gdo1sRWD6eIh4wiCbccmsuvXQUJPhEatZxG7QrK64eAgvvvIN+C3OFN8KURXhxrkHOJ57tjkLulvGJ0KUCj6uq9pmYeOTFsu33Z4VXUGbg1T9/+Mnwwc2L+Cpi0/Cvxt0L/aWQAHsAw6LIigW/J4OW60EvC0pgJ0kGjWIJQxKLf0S0csgJpImi/MOucy6wlpZcsllPU6d3R9CzPeglEiheiyAo0yL5alTGIXndqw90xJOnw9TyHmUyz62LQylLRxHofqstDaUMkgN61XGIlE5kCGgR8Xc04tAAewjDnpGsa5B0x21M0i78MwJm8yqS3bNq5uVTIZHtVBrFf6wvkhNPuft2Kj6TimaUZbOnyRXtVB9hKrl1Hbc3GIYWugPpVu/A9uWrsV/RGB4LNTXR7PfeeXbXW2OPcIECmCfcZAzihNDJosLTk9v4lBqMI+aiDYLtZqGAMolT6cR91jOspj3SaUZGM8MXeCzo48ACuUrfDH0EmlGe+G7h/Mv78lMRUQ4fjrM7M0q1bKCuoN9cvrgCv+jPOpvJVAA+5SDaBYyTeH4SZvZG+3B5NPHbayQUCmvL1I+lDIH6oC1LOkf9iKDW1hyLZTks6MPr6973LhFSmG4DqIUvmFyfvll7ndv7Vm/LEs4eTqMU1P4viIcOZgZv4HgbydQAPucg6YIYnGT8/dFKJe03T0aMzAMYXG+ps0wLfb2iWldwngw/TT6LoRS67fO8R7wcuKUHvF3IJ7L8cvPMZRZIZlZZjxSQ47vXcZtLuuytOjiOgrD0LWC9EI0B0MJHLXonq1yMOdvR5CDtCKZrj9jEk+YGIZQLnltwh+0qeX2vIPrDkbYbrQK1iAVgC8GqsdyXgKEK2XGFm8SrpZ3LPRzKxQLHguzTnPtZ9+H1WWXpcUdXGlmF3nq4pOB8O9DoAAOEE984PEDOYXtDA1tIoMrxdBIFOvFILODzxRvYake90SE0cWbjY+kh/cuoqo1Oa+BUpBZ9fD9wSnLzTjKZVi2SmACOoAcNLNQXyvBAGWHiJAeMcmstisnERgZHVx28GR1ldOFW1xJnsSve6kN3+fMC18iWi1hWDA9s/sJbL6vqJR9smsu5VL/2j6eqzB6rPc8SILonq0TKIADzEFRBEMpq0vQNkgkBidsxydD+J6eoTQigoZHLdIjg3stvjp0D1cTx/FRNFZ2v7dwldcbl/HPhrHDuxtrr5RiZdlltceovxORujN9HxGM+LdHoAAOAftdEUSiutrn6rLbItZgaiY0UHOLiDA1YzM+pXAdRSgkA80CzlsxPtcaAaR7yUvJMzyYuMxILbv7fch6WxL+gK7gug8S5iAQ/HdKoAAOEftZEYxNhBhKmToM1BCSQ+a+GT2apgy0gJnnKpZuOzw/chq/h+T1xeBqfGZPFMDSbWdLwt8KaQUwaILonrtj8L9gwI7z1D6tOGqHDUbC+z/uQClFueRTKvqYljCUMndNQShfceWGx8LwCbKp8T5+EbVx2NIO4dR83C0G9uiKq4NV4Eexds9Os78kRMCOcVAqjvq+Ip/1KBV9QraQGrYI7WGIYydKKW5drzXzGERgadHhxCm7awGVneCqP8LH3/IW3bZh9Kz7YyjFueLNHW+7k7VtrOEc24V7sVUCc8/OESiAQ85+Ngt5nuL6lSquU68+KTq+/Pgpe88LxzXI1KNeGgPummWTG54gn6/yaDSPsYOjXg/hY2ffjBfqSOhSCvF9RBSC8NqVZ0g7hR1rtx9bXcPZMGBsYu9FRxDds/MECuCIsB8VwcqSg+OodbNH/eP8rMPZC4MpNdBaIO7GuQe4et+jSL0O8vOqxrfMf5yUuzPCeD46jurjRI3n17i3cI17vXmSbmlH2tuMjdZwjkQFz9P7jIxbe77iVzDq3x0CBXDE2E8VR/M5v6fN23PrUTkDjC9fG53i6r2PokwLVZ+MlFSIP5h8C++c/cMeubrbxxej93lEiFRKvLpyaU+VoOP0ngEkh0yOnRjMQu+B4N9d9r9HLmDH2S8Zxf0iCJXanj16J9G17eHm2ftRZocZSoRyOMZld2RH2pouL6F61P0xXYcHvZt7KvxL9XIdvZiY3vtx4hueefe+eEYPO4ECOMIMOlU+NWL2zRJeW/E2zEDdLVJpk1jCoJxM9U1hvmJP7khbIeXx5tufw/RdjHr5B8t3mKkucaEyuyNtbJXOtREaiKGX9dxLnrr4JG/5yfKetnlUCUxAAQPzDwyPWGTXvL7F13IZl2hsb00PIsLMCZuUV6CshnoqAXE82KaP2veVXnGsud6xyeh4iPPFm4zfXOOl5CmqRphTpTmOlxd2xMR00AhG/HtPMAMIaPLUxSd5wzPv3rP2RARrgyGI6w2mWJCI8HDxcu9tvs9MZXFb51NKcetalbUVF9cFz9WF1G5craKUIuUWeM3aczy+8iVODEj4D6X6zMYUxHe5XMfr3/dwIPwHRKAAAtp4y0+W9/Rl3KiY5CBXmzpdnme0sIR463Zx8VyGVxe4YGe2da5yyadSUd3LTzqKQp+om70mGjNIDbcogcaqX8dCu5ol/dTFJ/UqeAEDYWAmIBE5Afw6MAX4wHuVUj87qP4EtLNXZqF43KRS6u3wTaYGl2wkwLff/jhfjp7jpaEz4CvOLF/i1c7VbSeqVcp+T/u68vXSlMmhwV1nAxFhctomldarthmGvv+h0O4o4WDEvz8YpA/ABd6tlPqSiCSBL4rInymlnh9gn3oSqrikVsqEqi61iEVuNIoTPhruk91WBOkRi8yqS8tAGxGIJYyBlosGMPF5rPwyj5VfXv/yDn72kG1g1Jf1bUWEPY2nV74il/XIZT0ME9LDVpd5JxI1iER3t0+B8N8/DEyKKaXmgfn657yIfA2YAfaVAgiXHCZu5hC9FjahWo1YvsbiySFq0dCmxx8WdksRWJZw6lyE5UVHLw4j4HtQLPhcK1QJ2dopax+AGkL9SCQMxEDPc1sQ2btZjlKKm9erVMrrpqhivsbwqMX45N48x4Hg33/si2GsiJwGHgU+22Pbu4B3AYSHxve0XwDDi0WM1gVD0GuGjyyWWDiduuPzmo5HcrVCuOJSC5vkR6K49uBNAZuxG4ogFBKmj9vUaj7XLlWbAkqhl2e8ea3K2XsiAy8+didUyj75nEssblAs+Pj1mY4dhmPHw3tWhbSQ89uEP2g/xOqKS3rY3NUFZvZM8CtFpORgeIpqLIRntV9TLFdlaKWM5fpUohaZ8Rhuy0xePJ/0cpl4rgpAMRkmMx5FGUI8VyOWq6IMIZ+OUI0fjsHfwBWAiCSADwA/rpTKdW5XSr0XeC9AcvrC3hoFlMKu9k6OsSt3nqgUqrpMXc8hvl79NVx2SWSrm84qxFfEMxUiZRfHNimkw/iG9tb1KymwW+xGRnFmtXcdet/Xsei7HY2yFXxfUSzooXwsbmwowBfmqmTXup28IhCNmtjhvfvN8vk+y3IqmLtV4+SZ8I4r2Ne/7+E9c/CGqi6TN3KI0vVEREEpEWJ1OoFvGiRXyqSXS83BXKzgEC1lmT+Vxg2boBRTN3JYVa8ZGZPIVogUa/iWgV1xMeqlSqKFGrmRKNnx2J5c224yUAUgIiG08P9NpdQHB9mXntQFq/QIVfHvYuQ2vFhqCn9omVUsFFk6nmRopUy4LuRzo1GciIVVcZm+kUX85uJVpFbWk2XKcYuV6SS+tXemkic+8DhcfPn84wYAACAASURBVHzHZgP9ShErGNji8a0UCx6zN2vN300pHSWTSne/RqWi2xT+ufQY1+55hFIyTSK7yqmXnobsKqlhc1cqjPZio3DbSllHI+2kM/qpi0/qN3svUIrJ6zmMlncK6kL+5TWqEZNIxWvbJgA+pFZKrBxLEinUCFXb9zEUWI4Prt9UHI13NbVappCO4O2Sk3yvGGQUkAC/AnxNKfUfBtWPzcgNRxhaLbeZgXzR398pkbLTM9bbrnocu5Jp+hvsqke8UKMctYjWI2ValUYr0aLLzKU1cqMRCqkIyhSGF4vE8jUASkmbtYn4riiInTILxZMGhV4jVaXDFAeJ5ylmb9RQqt03vTjnEI0ZXc7c1WU9c1wbm+aZ174V3zRADCrROKsTMzzy6T8lnVvdMwWQSvdflhMgu+buiALYLXOP+Ip4ttIcGBXTkaaJZ2il3CX8oS6soUv4t24P19+r9HLvzOOGwO9Eof2DpVT4zi5onzDIt+qNwDuBrxeRr9T/fdMA+9OT7FiU4lAYX8A3QAkUU2Fyo9E7Pqe/gbmmIfxh/eGLdQj/nsfV/6VWKhy7kuHY5TXiuRqG0iOZeK7G1PXsri4screlJZJDJiFb2hKSRGAobVIp+1y7VOHSi2Vmb1apVfc2fr6Q620KVEovo9iJ6+r+vfzga/EtS9dUADAMfMvi0oOv7VsGYzcIRwzSI7urbHZL+Buuz7ErGYZvl0jkaqRWyhy7vEY0XyNSdEiuljd9N/rh2UbT1Ntvv15vjKi6GXgPFurZTQYZBfRJNv5t9gcirE4nyEzEsGo+rm3o0dxdkE93zypa18rt2Y2tdLXlf+XTNeU1XZ9YvkZpSI9aQhUX0/WpRSx8U4gUHUKORy1sUY1afWvhbMad+gcMQzh1Jszaqks+6yGGLhdRLnnM31q3DxVyPsVCldPnwnsWRtkZwtm+rVsIRGMmlYpHKZnueUwhNcJQD9PRbjI+Eeo5CxDRRfDulDsV/LFshfRyGcvxcUMGmbEopVT3zDq1XMJ0/ebz3Hhvxmfz+IZg3OFYwBfIjsZ6jvAb9HsDBEiuVYiUHRZOpvpXNtznDNwJfFDwTYPaDsVHZ8eiWI5HLF9DifScvu4GoiBU8zBcn4mbOUI1D0T7OHxDENbtG45tsngyhbpDX8ed+gcMUxgdDzE6rp3hxYJHpocjVfmwtOAwc3JvpuDxhMFSjwoQIhBPdo+sR8dCrK16mK7TveALYLs1wnsc2iqGMHPSZvaGNgs2VjxLDpkkktvvy92M+GPZCqML6xF2IcdnbL5IvuSwNpVoG3zE87W+Jhxzo1TyDVDAylScSj2ax7EN7Jrftc9GT78BhKoeiWyFwvCdWwQGSaAABoEIK8eSZByPUM0jvVgkXNv+MGazB7Rrf9GCfWwuvz7lrQ8HO5VQqOaRXirql/EuuFv/wO2FWt9tjWicvcAOGwyPmKy1jKBFIDFkEu0xMLBCwsnTNieuPs+Nsw/gW+vRXZbv8mjuhb3qehvxhMm5eyLkcx6ep4gnzG0nfu1EdM/wUvsMGOqj6mwNy8uzNJNsKgFlCOxwXSjHNtpmG6tTibZ8n622ZiiaQRulZJhyInTHM+dBECiAXcJ0tF3YC/W3u3ohEy9kUhpyCa10vxBbYSMl0LpNoSOXKlGLsXm3p8OslYbfYG1q+33qxZ0qglq1/zaltPnF2KPp9/iUTTzpkct4+EoXUIsn+q9cFoubvEku85e5JNfSpzCUwhfhgezLPJx9aU/63AvTEtIjd/bqbxbdEy45pBeL2FUPZehQzNxoe7w9SmG6vZW3AJGiQ7jsUo1ppZlPhUlt4f3o3Nz3vRBYnWwf2FRjIRZOpxhaqRCquVQjFkogmalu2K4CLFcRytWI52rUIhYLp4YAPTsQpahF7tycutsECmCHCVVcxubyOnwMcEMGyzPJDUtH5IejJHJVcPxmrHHn46Ja/69vzIxGsTxFIlNps2MqgUI6guV4RAvadl5OhFidjPc9fy+kn4NLKcIlF9PT/oPtJLBt1z9gWeAOZm2YnsTi5pbWK3bE4mMTr+FabAYDhaVcHl19nvvzVwmpfXRBW2Qr5h677DBxI7ceWeJDIueQyGUpJm1WjtVNOyJ4loHVTwkoiJScpgLIjUYJV1wiRae5vdf7UYlZ3D4+hOV4JDLVelKYXnWuEVDhhE0y47HmuVtxwpbuY/OkCsOHRFaPQvqZoVo/2xWXY5fXEES3LaAQVqYTlJODWVVtIwIFsIOIp5i80R6PHKr5TF7PMXt+uG+yljKF+dNp4pkK8VyVcKU9qkQBlajF0kySaMlBfEU5YTdDOtcm41g1j1iuqhNgkjZOpP7Tttor6n/3mlJ3KgWFPk8nVs1j4kYO0/f1EUpRTIVZnYy3jXIMzye1VCKe0yac4pBNZjyGMo1t+QdGxixuL/QWmNGYsWej/1ZcR5Fdc6lWFdGYkEpbGB2+ko9Ovo5b0Sl8w8QHXCy+MPowk9VVpqore97nu6Ep/JUilq9hV1xc26Q4FG57pocXin1nlrF8jWpm3VaeGYsy2mN/0AMYrzXQQoSl40OEqi52xUV8xfDtUpu5Rhn6PcAQ3LBFZnIHRJsIaxMxEtlq737SrRQEPSPQYr++E4qxuTzzZ9L7Lts/UAA7SCxfRZTqGhWIUgwtl6hFQ1RjFkqEWL6G6fpUozriRhlCYSRKYSRKpFBjZLGI5fj10XyYtQktYBsRPJ24tklurEdmYufUU4SVqQRjc/nmC1QX5fiiTT++aKf32kS863Tjs3msZkSGViLxbJVqNESxERNdT8yxai1ZlZkqiWwV3xBqEYvMRGxLZqH0iIVTU6yttitF04Lpmb1Px6+UfW5e0+UqlIJCHlaXXU6di2BZ+q4UjAi3opP4RvvL7orBV4bv4xsX/nLP+30ntI76xfOZup7Fqs9SfYH0UomFU6mmUNsolNJAm1MaCqCYjiC+YuR2qecxpaHuwYcTtpoz6UrcJrlaxq541KIWuZHIhubWO8XwFUp65wL0o+dMQUE8UyHb450aJIEC2EEs1+/5oIiCobUKZCrr0rZlGutaeopYjeuHvpKwmUvYSP3h22n7YTlps3AqRXKtguV4VGIhikNhosUaoZpPLWJSSoa7ZixWzcOqdb/khtIhcQ0FEC04WI7XlmRioAWm5SnMokP0apaFk0lqMXtDRSAiTEzbjE745LI+nquww0IiaQ5k9D8/W2sLCXXFpGLaLC06TYU0V7ARz+/OshGDvHV3TvW9oJe5J71Uwqr5zUsyFChPMTpXYLFeE0v1KHjXSmdGfWFEZ7mP38qt+6pEWJpJbhpq7drmXQcobAXPMnSoaY8Z83YUgwDmgBY42ohAAewg1ajV96Ew9KwQqIfftWyzXMXkzTy54QiZyfURwm7W93EiFqvT7S9Qwd44lK2vT4D2l9uuur0VYcf/Y3MF5s6vL7C+kSIwTYPhkcFnAzeWr/RFuHL/Y8yduhcEDM/jDZmnuS93Be/WCuoV3X0V32O6fHuvu71l3vDMu/uuxRvP17r1GRCuuIinUKZQSEUYWqv0HAH7QLHH7LUaC3Hrwgh2xQP2ocNUhNWOGbNCJ3MuT8eZmC3o3VoO6WUa8oVmyOl+4mAXsthnVGIhamELv+XX72cn7PxbgGSmglXrnXG6H3Bss6dS8kXb+Bu4IVPPXDbBclXPTMpBL1bfj1a51BD+vmXhmxauHeZTY6/iWnwGw3E5eemrGK3FjXwf03V5ZWYw4Z+b8dTFJ3niH5XA84nlqiTXyoS2WvCwEZQwEcMNGe0BC2jh79omuZE+5VNEqEUtXQhxPwn/OuWkzeKpFKWkTTWir2P+TJpKMszc6ZQ2mdb39aWuIFouwxeohc2ePrVBE8wAdhIRbp8cIrla1o4jpTDc7SV5RYs18naUUNUlXHLxLGP/xBaLsDydYHy2xX8gOtIp31IbqZS0Sd8WxNvCtfe5rlDF5T1v/CH+/dueY+WnPrsvUsYNQ4glDPIlaQr/VlzD4osjD/Bq+wqnXvoq0WKem+cfpGZHGV6e555rXyFxbH9FAD118UnsssP01Qyhlsq3jWizctxmeSZBYShMMlPpyl6vxKz1QYEIc2fTxLNV4tkqhufjWQalVJhiMnxgs2UBahGL5Zlk1/duxGLu/DCJTAW74lGNmBRTYSIltxmdV0zaFNKR/fEOdxAogB1GGUJuLEZuLIZ4iuMvr27reF+E0bl8s4hb45wLJ1O6bO2AqSRs5s+kSWQqWI5PJR7qigZRhrBwKsXoQoFInzpGOrKpx/X4iolbOcJlfdx73n8a9/5z/MgLv0vE758UtldMz9gU54y+cbRFK87EdIjZGzUmZ68yOXsV0O/+8VM2MPjfsMFTF5/Eqnk6cq1HUhZKD0gSmQrZ8RiRkkOo5iFK2/t9Q/uu2g8UiukIxfSdF0vct3RG1NXxTYPcaHsARmnI7BuwsZ8IFMAuokyhkA6TzHSHkfWLxRdfh9q1jbQ8xcRsjrkz6X0xinBtk8wm0QyebXL7ZArxFaFSjalb67ZSbUOFpeNDXcell0uEy27b9YeqHu+99ztZOJ3mp//kF7fcT6UUrqMwTNmxhVcsS7hwQvFp5VHrfH2UYqyySjxhcuK0zfJtl1pNEQ4LYxOhXV9qcau0mteSa5UNHZmG0hFcheEoC6dTREoOdsXDDRnapLEPnsfdxnB9Rloq6+qcmsSBLwUNgQLYdZyIhZJq10vWSyFUIxbppVLP0Zjp+Lpo1j6LI94MZQi1RJhb50MkMhVCVY9yPKTL6PYQHolsd+alAHbNZ/Jmjqe+6ccI1Tx+5C9/n7Fqpu+sIJ9zWZxzmhE78YTB1Iy9I4rAFHjd6lf51NijuMZ6voWgmC4v4iNEYyYnTu+v36qXXyVU7c4K76S5XYRK3KayvyIZ7x6liJRc4tkKoJ3VlXjd7KpUM/y1cR+iBYepSpbZs+kDbdaCQAHsOtXo1m9xpLzxy7hRFM5+x7eM3nkKHfQbja5nWWYwPZ8PH3+CsOHz0O3neWztubb7Vin7zN9y2vzLhYLP3M0aJ07vzLT8FfkrGKUyn5p8NbWIvi4lBl9KP8BsdIqLC3/Bujt08PRzqlejISKl/s+dDxR6xOQfJoYXCiSytWYwRixXozRkszKdIFpwMD2/7f4IOtExVqgdCDPPRgQKYJdxwhbluE20WNuwpshm4wjfEJwDNvq/E0qJEPFc7+qPhgJpJKEpcHyDL4w8SNGMkLOHCHs1Hshdwrh5s+eiMqWiz9JijZGx0F3PBJRS+JfncU+0z2Q8K8ScMcEfT7+J1608zVgtc1fttLZXyPlkM9o3kkpbJIb61yFqsFk0Vb6+4FFrXkqzTcAJGwe20uVWsEs1ktn2581AK4H8sKt9Hj1yGwylZ08QKICATVieSZBYq+jCUp6P2REds1FtnkY42fKx5JGwt2bG40TrPpCt+E0M4IXU+WZl0+vxY4RGykzduMSJy88Tctqrya0ue2TWPE6dCWPfRTlmp6ZYTk8hvt/t1zUMZqOT/MHMW3nT0ue5ULhxx+2AFv7zt5y21dJKxRqJvMmx471H5xvF9LfiWwbzp1NMtSyp2NCdueGw9vUc4ucuvdR/JbBovkotavfM7fGFDet7HRQO/hUcBGS9zAPolPDhJb0ucK+RF9RHX7ZBcShMMRXelTT3/YgXMpg7O8zMlbW+96aTVhu1QqhF4tw89yALJ87z2Mc/hN1RUtT3YGHO4eSZuxi9CVj9FjGu98UVi0+MP8aZ4i0sdeelq/Wave0LuSilVykrl/2uctRPXXwStiD8G7hhi1sXhonla0QLNTzToJCO7Iuos90m1COzvYGhhHIihGcZSIsPQFfWNSglDr5pLFAAA6CYjlBMhTE8hW/AzOVM96xAYGU6SW0bPoTDgh8yWDiVYnw23ywb7Bt64Rpzi2Z1ZZrUIjE+/5Zv49zzX2Dy1uW2+1su+SilNjWh9CMUEsbW5rfkl1m2h++qAFyp2HstX6WgVPCaCuCukufqdaYOuk27iVKEqh6Gr7OLlUAiU2FotYLpKSpRq564ZmJ5vXMzikM6ymnhVIrh2zoKSIBS3GZ1Kn7gHcAQKIDBIYJfLx52++QQEzdzGJ5CiSBKsTYRO5LCv4ETsZg7m9a1h+plfGO5qq4g2bFoR9/XUAQnEuWlh19HMZHi3Atfatv80vM66iORNJg+bm+rtpCIEAvDw5/5M776um/AtWwwuk1KCsH2N5gpbAHDlEZACr4Ia2PH8EIhhlcWMExvX2ZNDxLT8Zi4mcdyvKb5phKxiFTWw4ujRYfI9Sxr43HsqtuV4ObYhs5MRpvJVo4lOVg1XLfG0ZUw+wgnbDF7bphwWZe6rUYt1DbWHQ5VXYaWy4QrLo5tkh2LNh9es+YRKbt4pqyHth0URNoWEimlIri2RXJNryNbC5v1jOuNT+NbIW6du5+Tl58l5HSHjRbyPldernD2QhijhxDvR7nsM+Qu84Y//W1unH+I6/c8gjLXzSaifBJukWEnt+VzNvvsq3rpfCE5ZLK04JBPjfL069+Gqi8w7xsm2dFDMmLfKZRi4mZ+3bTTEPgdEXYC4OvIsuxolNRKufl9zTa5faI7R+UwEiiA/YJIz0UqNsOuuExezzZHxZbjEyk5LM0kiBQdkpm6/Vt0pcXFk0MH2nlVi1qsRNdT8msRi5HFYlMJ9LXn+j7Z9ChjS/M9t3su3LxW4+SZ8JbNQoYheCgMpTj98ldRhsGN8w9h+B6GIUT8Km+f/8S2ylhUKz4LczUqZX1BySGTyWMhpk+G+eR9b8O12zNsE1mX0pBzR8/OYSRcdDa067ciQLjssjqdJj8cwa56eKZxJHwfDQ6uJAgAIL1YbJu+CnrKOzZX1LWIWipzKfToaPbc/sgo3gmK6QiloTCRQo30clkvdE+3InBDIV581SMMf2QBs4/dvlJWXL9cZfq4TTiy+UwgPWyyfNtt2ufPvPgVZq6+QHV6guOjPpPVlW0Jf9dVXL9SbbP353MetZqP9cBJsLoFkyht2w4UgM7YHZ8r9Ny2UaAFgDINqrGDn9m7XY7eFR8ywn0qNhq+6plRa7h+W9GvtmPqq3hNX80wcTNHpDj42jtbQRlCeSjM/Nk0SzOJrkqkPrpS66VHHqAa2zimvVpV3LhaxaltHrUzPGqRSJraVGPofwmp8srIbaa2KfwBZm9Uezp7a1VFyTGphrqFvNBdZ/+oMrRaRvzeBQhbqrGvfyd01fA5agQK4ICz3TUDhEYCSzuG5zN9NcPQahm76hEtOozfypNY3Xo44X6gnAyzfCyJa4ouzSu6dstSvZLjl978pk3zc30f1lY2r9opIhw7YXP6XJipYyFOnApz+ly4uTLYtvpd8ptmn06qpsXHT9zXLcHQ8egHPnJHKcJFh+RqmWih1rNE+FaIFJ2eAk0BnqEzmhvlmh3LYGnmaEbZtXK0r/4QUI5axAtOzzUG+iWY9ZoBJFcrGF77rMFQMLxUopiOYPiKWK6K4Skq8ZAucbFPzUjlpM1sYhjT9fENaXOoX37wAeKra7zyMxuXmC73Eca9sMMGdtigUvbJrHqYFltasUwpRano4zqKUqn/OhCm75MZH8MJxdrWwvVF+0D2Y535rSK+YvJGVj+T9QfWswwWT6XwrO2NTz3LQPVZlnLx5BBuJMSqUhi+wjdk3z6/e0mgAA44udEo8UJ3mOFG4qvXYx8t9ClVIUJyrUxquR4lofRUu5SwWTmW2L8vkUjf5LmvvulxFk+f5K0f+H0sp1t5AoQjgu/rBCzP1QvQ96vm2Zapq5tGcDhxOtz3mHzeZe7G5uGhCsgND7M2MQ7o2j2JjI5lLyXtg1uRsz7KTy+VdLx+i69KHJ+R+QJL24zEyY1GiZSctqgwha7H5Ubq5jMR/B2qDHsYCExABxwnGqKUsNuWYvVFO7d6yXMlUEp2mww8q0/pMqVILZUxFM3yDIaCWEFnjR5UFk+e5Lf+3pMsTU/hdYR+OqEQH3ziHVx+scLCnMPtRYdr12rM3ayhepgncllvPVNXgfK1GWm23/6ZrQl/0JFbH/nu71zvW8RibSrB8kxSm34OmPAPVVwmr2U5+eIqJ19aJbFW6emrihYd2KZvoxoLsToZxzf0O+CLXrBm6Xj3Qi4BmmAGcAhYnkmQyOhaQ6IUhaEw+ZEoibUK6eVSc0SkBPLpcE+7Z26k9+jJswxMz+9a7NtQEM9WKfdQJgcF37L40+/7Hl7zPz/G+Wefw3RdVifG+czb3sqbPvzHOMrg6v2vZu7UPfimRTy3xuvmv8D50FrbedZW3J5ma8/VawiHI+tC2vcU87P9hb++51Y9IdDnk9/0dirJ/SXAxFfEc1XssotrGxRSEfwtmGtM12fqRm7dUbuJfJfNd+mimI5QHAoTqnn4Zv9ZYIAmUACHAREKw9Guqo350SiVRIhYTidLlZK9hT9ANR5ibULbmBtvnhPW65+OLhT34CIGg29ZfPavfAOffdtbEd9HmSbppWUi5TIvPPo4K1Mnm0s/FlMjfCzxBKOzH21L7nKd3mJK0e3PzOc2XvO5HI3y1cffgGea3Dx/jmpsf0WpGK7P1PUsputjKD3KTq2UWTiZwolsLE4SaxXoiNLpF7FTjVrbDnBY76Rs2pcATXCXDjlO2CI7vrWfuTAcpZiKEKq6+KahF5/xFaOU6ByL+UL/Zf+UIr1YJFnP0q2GTVaOJdqyevcdIs0sXsP3qIUjrEyfxDfb++yJyVfS9/HE0ucAnbHr9ZPpSvsSVuw0OSvOWG0Nx8n27YICrt13Ly8++sqduKJdIbVcalscxVBayY3NF5g/k97wWLvqbtnm3LXUZMCusI/fyIBBoAxplpEAwBCWZhKM38oD2gmsRK+aVI73Tj6avJ4lXFmPxghXPY5dzTJ7Lr35lNxXhCsuSoRaxByIjXttfJxiMt231PNqONX80/eaC0d14YVtfv/421i1U4jy8cXkZPI6x1Y/RaijAJkOTbR4+vE37PwF7SDxfPdaDTq02MPwfPwNSphUI5YO1dysdIcpB27lu4NK4AQO2JRK3Gb2/DBrk3Ey4zEWTqVYne4dAWRV3DbhD+vT/JFNTEmxXJUTl1aZuJVn8kaWmcuZnjkLu40yDL70ptfjG91CSAFXJ6Z56uKTuI4is9bfnv/Sqx5n2U7jGhaOaeMZJpdHz/Lyw4+1OZ4VUAvb/M6PvYta9C4XX1HqjuPot3T6DRTyZq0W0hGUSNt+ncf4ArmRQ7ig/D4lmAEEbAm/XiN+M+J9IoMadVf6YVU9RucL9dGhFgvi+kzeyHHrXJpEtkpquYzpKRzbYG0iTqWjHnu4pJOJLMenEg+RG4luyTnZi8VTJxi/kSFWdHSKb71XOns0yvjsLC9c9Qg5ve0/nmWxNDrTpUQMBXNnXkE5GeL8M88iSnHpwft57rWvafoaulCqOfNCBMPRBf6kXurYiVhYVZfRhWLzHlejFivTiR0fSefTYVIr5a7qmZVYaNMChr5lsHA6xfBikUjJQYngWUKopvM1RCmKqTC5kcO7Atl+I1AAATuKs4HA3Sj+OpGpdFX11HWNFMOLRRK59TwFu+YzPptn6XiSSlwrgVi20lYq2q56JLJV5k+nusxOVtUjuVbBcj3KsRDFdATT9XV8vetTidsUkzZLJ1IMrZRJrZQRpXBDJrWwx4mXX+Q1f/5xQo6Da4VYmTxBzY7gi+CFQowu3iJayvcdERuuYmXsHMtff5paNIJvmpgu+J1vo68VYLiyrmRcE6wOneNaBlZ93YSm2a3sMnVNm922U1l2M3SsvUu4vD7z8SxD54RsAdc2u+L7DdfHcjxc29zQhBSw82yoAERkCBhXSl3u+P5hpdRX77ZxEflG4GfRltb/qpT6mbs9Z8BgKaXC0MPUo4DsaP+RXefC20182oR/A0PpJKKFuA1KMbJY6iqKZ3iKoZUya1PrwilaqDE2m28qikjRIbVSxnI9bToxTJJrJYZDJquTNo997GNcu/c1KATT8whXYGwuT7hUYnnyOM+/+i3arNFi0rlxzyMYrkOoUqYWaxeMCm13tR39KVzTM6ZkpkJ2NEpubD3qZ/pallCt/b5YXnfkjOV237uG8kxkq+R3ckQtwu2TQ9gVF7vi4oYMKrG7KzPuWwa1O5ypBdwdfRWAiHw38J+A2yISAn5AKfX5+uZfBV51Nw2LiAn8PPA24BbweRH5kFLq+bs5b8CAEWHxRJLJm/m2r4tJm2Kqf85AOWETy3cL+o3ixSPFKn/tF36JYmKIF171BL7V7pQWIFpwaEbtK9ViZtIYSo9AdTW3+m6mRchxefiTX+bm+UfxQu2mpuXpUywuz/PyQ6/va7bxrRA1KwSei4igDFObchqCskNgGkqHUzaW/zSrbpfwb96PLXzXOGej7MfY7BwPfO4LmJ7Li698hNlzZ+9KaNciFrUg1PLAs9Ev+BTwaqXUvIi8FvgNEXlKKfVBtrZU62a8FriklLoCICK/BXwrECiAA041bnPznhGi+XrtoIS9qS26lLQZnfcQHy0s0Q7BfCpMMlfrWfEynlsjXigQqrnNRVI6iZQLwDBQX/+1V3ZpD0HomxaZieN4Zvcr4lshbpx/GH+jxWPq5zQUTF17kYVTF7oUVC+iBYfCsIld2ThfYCv4QC1i8to/+yj3ffnp5vfHr1zl9swx/sf3f++ByyQO2Fk2UgCmUmoeQCn1ORF5AvhDETnO9hP0ejED3Gz5+xbwdZ07ici7gHcBhIfGd6DZgL1AGUIp1e00DlWrnH3ueVLLKxSHklx9xX2UUinu+fJXeNVffJLl6TPcPn4Gw3UZn7/CJy6+DS8UJb3cbuIxPJezL3wZALtWIb08T2Zsum1FLsN1OP/sF7jy4HEe+dYsfk6R+2Vgi7LV8PvvWI4ntyg8FZNzV8mNTlJIj26+e/2Uteg2nLdKdfVFAb4BkL1gIwAAIABJREFU+GXu+/LTXSO2idk5zj37HJcferD5XbhU4qFPf5aTly7h2DZfe9WjXHr4oX2pJB75lsygu3Cg+Pi/6f299KpVAiAinwLe2Wr/F5Ek8PvA40qpu6oBICLfBfxVpdTfqv/9TuC1Sqm/1++Y+6Jp9b7zj99NswEDpFb1uX61SqdcjcZEV9/s8SgOj5qMT9k8N3SeLw3fT9mMECvlOPvs5xlbvNXczwnZPPfYW8iNTOiMXjE49dLTnLr0DPfcH2maXj448w0s28NtNvtm2GSLoDNch3uf/hQvP/Q6XLvjUe+xfz8M1+FVn/xj8qlRXnz4ddBjRtHA9F3++vUPE/G1X+B3Zv4Kq+GOxXs6hX097FOUjzKtZt+mKku8dfEzFG9lyaz2VmR2GM6c1/4Bz1Ncu1TBbQnUEoGhlMnUzNaqjVYrHrmMR6WiCIWE1IjVXLA+YLC88dk/+qJS6rHO7zeaAfwYYIjI/Q27vFIqX3fcfu8O9OkWcKLl7+PA3A6cN2AA+L5iYbZGIa+jUaIxYfq4jdXi3JufrXUJf4Byqf+EsljwmQAezF3iwdwlFDB/q0Y+236ikFPjlZ/+COVoglokSjy3huW52La0LfH4Vxb+kj889hZKVhQU+GIwdfsaS6kpPCsECMoQpm5e4kLxBqEv1Xj2sSe0o9c0e462m/QQzuFKmXhujUR+jdzIOPMnLnTb/z0PMeCti59pCn+Ab5/9KB+ZeiM3Y9MAWL7L2K2r5IbHqEbihKtlJm+8zNTsFaoPXeB2apohp8CD2UvNUhXFDebqqmXlnOya25XRrJQudDc67hOyN4ju8hW3blQpdzSWy3qMT1kMjwSrle1X+ioApdTTACLyrIj8BvBvgUj9/8eA37jLtj8PXBCRM8AsWql8/12eM2AAKKW48lKlTYCUioorL1U5d28Y0zTwfdV3wZON6FxcRYCRUYtCzuuZ7xQtF4iW9bKAIjB5rF34JLwy33PzT1gMj1KyokxUVog7JW5fdrlqTlC1I4wXljgzXCVyLARLS6z8/+29eYzk53nf+Xl+R91Xn9M9PTeHFCWREqmDEknBOmjLtijLgaJNNoc3axvQLujACWIja1PIArtYBGvYG+8f2SCrXQgIEGWdbOREseVDkkWvZd2yZIqkRJGcIWeme/o+6j5+x7t//Kqqu7p+1d3TXV1V3f1+AILTdb51Pc/7Psf3ef2HLFx/aG/j33rCFkrhmYJnlMiNmVgWPPiDb3Dx1RdYnruPRjxBorhFzPaZyArXaneJ+p1NZRY+H1n6avBwzddeLLgs/sDpuGxs3GSq8ipUXu1aUm7CYmsz/ASQG9sOM1XKfnj/mBDs6Pc4BCzfdbqMf/MtYGXRJR43iN1LSEszMA6Sxn8P8FvA14E08FngyaM+sVLKFZF/CPwpQRnoZ5RSLx31cTVHR/kK3wfD5EAD0ot5L1QPRylYX3WZnjncwBIRGJ/s/orG4gbnL0RYWmzg9egtS6YNJqfsUD1+AWbq61BvXmAI52ZsptVGcH1WAJM7Xpo/fceH8CKHkF0WQQm8+o6HefUdD/Mr//p3UQoSlRJXX91OyJoW3PdAbN/3uXVtOmMRf8CkVPDwfUilg2E0vYhGDTJZg0K+U87VsoKRli0iESG0T1t1O+Gd+L7aV+DuzhsNrt4fpVZVVEoeli1kctahJqdp+stBHIADVIE4wQngdaXU/gNTD4BS6o+AP+rHY2kOR63qs7nu4jiKeEJwnUCxUhHMIM/kTOIJk3jCwOzRyFUs9jYA5aIPM2AYQjJlUC6Ff3VEIBYTajXV1taZOmeRTIXvHFMZk/vSMVxH0WgoinkP31eks2ZzTu+9G5ed9/nLiUd4KfvA9uL2osfJoNWcBbDqxohT6bi+FkuwfPE+7o6nuVRf5lJlkR5TGTof1xJy4wcvwZy9ECWddVlfdVE+ZMdMcmNWx+vNjQcnhd2nADsixOJ7yD8cQHlCKbh1o47nB7MSRGB12SWdMfA8iESFsQmLyB5hJs3xcJBv0XeAzwPvBiaA/1NEPqGU+sSxrkzTd5RSbG26FLY8BCESg8LW9tG/2mmfcF3YWPMQCQz89IxFLiSea9u9DcTOnOfM+Qi3Xq/h7pLPae30J6dtHMfHcwOjsN9IRRHBjgh2hJ6O4jB8N/eWwPgfwPCL74NSqJB+gGi1DASVa7VEnHhl+w3emDrPi+/+EEqCvoNX/atM1jd56sZz2OITicqhnFgvUmmLVLr3zz0SNZi7FOnI07ROWnutwzCCz9/pIYkNgQPYmVxufd+KhcBBVsqQ3/S4eCVKPKGdwCA5yLv9y0qp/1Ep5SillpRSP0/gEDQnCKUU87carC651KqKatUnv9kj7tt132Y8d8mlVuvewU+EhGlaTJ3bdhiWLVy7P8bseZtYXDCtYNc/OxdhoilZbdvB6MX9jP9x4IjFc1Pv5q/GH9rX+CvAM4VSxuf+H3wDcXfFonyfWHm1/eeL73kMxw5eoy/CD9/5fnzLCip3ANewWbHH+LZ/iTdu1HnlhzXuvFGj3od+gIOSTJnc90CMK9ejXHsgxqWrUaw9nDsETvjcefvIlaJKwfLdkzth7qSyrwNQSn035LKjJoA1A6aQ96hUDmbwe6EU5De6g+6mZTB3sftkMDkdhI92IiJkxiwuX4tx/U1xLt8XI509XMimnzTE4v+98GFeSV/d2/g3veHmVIL56+PMLNxmZv4GEyvznbEQga2pq5hNsbibb3kzLz72blzLYnNyJlRV07dsli/c1/67Ula8caPB6nL4aMnjQESIRIx7is8nUyaXr0VJZ40jOYJ6XeHvMQayUvZYuF3n9ut1NtYcfG8w78lpRvdyn3LqNZ+78w0a9f78WHoNP0llLB54i0ml5OP7QRJ2GLv4w/Ji9n7KVnx/44/P3atjOM0h4xdfu4FnRdg4d6HzvmIAisxGjc1zSRDhB08+wQ/f/S5yK5vEy1aoLr4R8gZvrHkUCx5T5yKk0sbQnWUY0ZjB+QtRPE+xsugEeSQFiaRBPCFsrIVXbe1EpPfbv7HmsLayPXqzVvXZ2vS4ci2KoYe8HxrtAE4Jrfj++qqL7wXJu6lzFosLTmjt/WEQgXSmd6xdREimR7fcz/cVvhfkJXYb0b+ce7RDdXM3CqjFLVYuZzusVCWVIFLNhg6PEYRopTPh4UYirM1NM3djC9kl4ma4DrO3Xgl9fqcR9D+MjQeNcaOKaQb9HzNNSy0iKKWo11S7ACDMEYjQ8yToearD+LceI5jH4DI+qfsMDovOuJwClFLculljZdHFc4MfR6OuWLjt4PelXqtZpRM3SGVO3lfG9xWL8w1ee7nGzVdr3HilRrGwHcp69uln9pQhVgQ6+CtXcl1b1B+9851YjVpnZ/GO+7l2yOOKsHIhjW8IvgDKx/Bcpu6+wfTd13uvQ8HmhtdzBvEoIbKdxBYR5i5FuXQ1ytQ5m5k5q3mSCZLIIhBPGJybDTfktaofejJQinbjoeZw6BPAKaCY96jXelx5CFthmnDleoxGPThm+74ikzFHIlZ/GBbnG5RL2/kPz4XFeYf/6+/9V6ydD7psC2MxohWna9AJQH4y3lPKem12BhFFdn2JzYmZjrInRe/pVk7MYv76GIlSA9Nxee+X/oSZO7f2VVkUgWrVJ73faM0RJBY32n0Z2Rw4DZ96XRGJyJ69DKYpPb/G95KrcBo+SFBooAnQ78QJxfMUlbJHveaT37q3GI8ITE5ZzUavzuvSGYMr98WwLCGRNDl/IcKFS1EyOetEGn/XUR3Gv4Wn4KFvfbv9dy0VIT8RxxfwDMEHXEu4ezVLfjLRMzh930s/JFKrcd+L30HE6IhvCBCv7DHS0hAqmSjFiSTPffxjfP99T9Kw7T19tiJw0F2v01XUqj7eCUqM2hGDVNrc0/gDRGMSauhFIDcR7ghdR1GvedRrHsW8y6svV7n5ap2br9S58eMqtergqqtGGX0CGFFqVZ+1FYd6zce0g5p4z1FEooJlC/lNb3sY+T52eefQcpHgBzU+ZZGbsChsuVSrimhUyI6dvu5Mx1Edr7+FAWQ2NzsuK0wmKI3FiFTdYEhJdP+h9Nde+iG263Lz6ptRqPb4SAg+lsx6lcJYHLVPotKN2Lz4+Ht48fH3cPnll3nn//dVUvlC10drmtJRK6+U4u6dRkcoJDduMj1jn0iHHYaIcOFyhIVbjY7Pc2rGIrGrysx1g/ejWukdGnJduHWzgWWD7wXhp6kZm+g+jug0oh3ACFKteNx5o9E2Wq6raAUkGo1tS9Y2ants+gwDxqcs8k09mGzOZGwi2M2bJoxN2E21/NNJJCqhSUfPEJYvXOi63DeNrlnDvcitrTG1EOgX5ifOBdoZuxGwHY/GHiqgu7n14IPcevBBLr/8Y574ky/iWjZvvOkdrJ6/gmGbvFRa4V0bP+B8fZ2FW3XKu3R4tjY8LBsmJiM06j6uq4jGendynwQiEYMr16NBqainiMWMruqfoNelTr12sFNQqyGxXPKp3qxz5b7onqJ3pxHtAEaQlSXnSPX6bQQu3xclEjGYOKOVEv/sY7/CI1/9Gm/57nexnSAc05rd++J7HjvSY7/t699Emh9UvFKkku5OEhuej3fIcYe3HnwTd67fx/mbmxi+gQCeD3cT0/xB/CnG65s8cPPPiIWo+Kwte6yvVDtUKsanLCanTu73QESIxXo7sXpNHbrc2fdhfc1l5vzoVlgdB2fL3Z0QDrqD2YlhwOwFm0zOIJE0ODdr8cCbY2daX+XZp58BpfjRO97NN37qI6zOzFKLx7l9//384S/8fcrZzP4PsgfjyyvtH9ClV1/oquEXz2V8eR7DPXyHa6SuEGV0hIIEQIT12BjPP/7hngfA1iai1cm9seruK9x2knFddaRGtFr17FUU6RPACGJacs+lfkpBKm2SyeqP9NmnnwHAbHicu1PAdH3cyDgvvOenKY7F2JrqndS9F7YmJ0hvbmIA2c1VHvz+V3n14ffiWTZKhMnF21z70Xe49eB5NmbCq4H2w2r0NtiC0IglKIxNkd1c7Xm7FkrB5rq7Zy/HSSYWM450cj6LmyVtLUaQ8UmT1SX3wF9mkUCo7SR13h4HT7zwa3zgN6rtv6cXiliO3zFYPr1Zox63qKaPNNAOgB88/l7Gl9fYmpoDpZhavMUTX/z31GMJLKeB5bm4pknpCCeN/WYpoxSNaHiJaujjuSenSuhesWwhO2b2nIDWgdCRO+slPX7aOXuveARQKuhIFYNQo50bs/C84Mge3D64vLVpDTTghXJJYdmBrvvuaoizxrNPPwM7jL/V8LAaXlcVjaEgs1nriwNwrTTf/cDPI75CULz+5ndw3wvfYu72q83rLW689c004gc30LupJSzciIld734tAK5tEy9t4YlgtLpv93i8VPp073KnZ4IZEBtrDq4T/GZMS8hkDaIxo51HWFl2KeYDeQrbFs7Nds+O8DyF5wbjLeWUbq60AxgwlbLH0oKzLZ8r2xILU+dsLCvooJycshmfsHBdhWUFlSxOI/gyms1SzcnpIb6QEaEV7tmN4auuXV77uj7UytsVh9xaFUHACBqVFPDaw+9lYmUBw3f50Tsf5fknnzjaE4mwfCnD2FKZZDHIJbRMkS9QzMX5T5/8ReZef4NIrYbhe7z7K3/eTnjvxLTokE3wPMXWhkup6J+ajYSIkM1ZZHN7m7bZuQjnZhUqZPBRMN7UoVT0gt8nMDltMTZxchPovdAOYIA06j7ztxqdoZ1mgq6w5VEpeVy9HmuXtxmGEIlsfzHNPQZznHRcJ5gs5fuKZMoMneS1k16Gv0UjaqJCPIAvUE4fvdJjYrkcVADtyiUoEZ77G59g5dLUkZ+jhW8arM+l2fB80htVkiUH3xCKYzEq6QiIcOf+6+3b23WHR772dVAKy/MwRZEdMxmftNt9Hp6neONGrS0dQhXKxQbTsxa5sU5DV6/55DddXDc4QZzUjvDdiEC9oVBKEY8b7V3+0t3A+KumV1cEA2ws22jnT2o1H6ehiMakZ+7A8xSlgofnKRIpk1hs9E5f2gEMkI31veP6ngf5vHvmhmgXCy6L8805t80xkpms2dSZ7zY0HcZfKTIbVdKbdUQpqkmbrakEnm2yMZNkYrGENA8DvoBnGxTHDpeQ3Yld98ITySLMvv4GlXSKeMnBN4Pna8SP/lNTpkFhKklhH9/yw8fexY8ffTuZzS2qySS1ZAKAf/6Ff9W+zcbatm5U+/GbMx8y2e18Un7LZfnudllyqeixueFy8Ur0ROecqhWfhdt1WgdFgPMXI8TiRui8aaUCRdJE0mj3GrQa0lJpk9kLnd/VStlj/najvcGTlSD5PjM3Wg162gEMkP1qlJWCWkXB+IAWNAL4nmJx3ukyRIW8Rzprdkz66tr1K8XM61tEGtuqmslCg3jZYeFajkomihM1SW3WsByfasqmnI2h+mC4pD2SvZtqepKJxWIQW1A+yUKN9ZkU5dzRHc9B8WybzelOT9F6//75F/4V5VK4PLMQlCHHE4LvK5YXuz+bek2R3zq5GxXfCxrGWkKJrZe3cLvBhSu9T4euo1haaFCrBvfY6RQ31oSJZo9Fqzt75+BcpYJRq6mMOVJVWKN3JjlFKKWoVDxWlxtsrLtEY7Jn9aFI0Ll6mvA9RX7TZX3VoVrxugablMu9lR5bGkdPvPBrocZ/7rXNDuMPgQETX5HaCtTxnKjF5kyK1YsZSmPxvhh/gEakU/entSarXsWJxLe7gsVAECaWSsgew04GybNPP8PET1wNvU6pba2hWtUPdXFKQTF/cmvmi0WvZ+9Etez1/I3G4kao+qhSdFQeVXsMXlIK8pt7aEMNAX0COAaUUtRqPusrLpVy68uwf2maCGTHTs9HUqv63Hmj3m5EEgkGhMxd2p4zu5c5Frqre1pk1iqYngq9v6EgVnUp9uVVhKAUZg/7ZzsNqrFE1+WW4xCpOtSTo9Fp+m+yj/IB+3ZXsjgS3VbmFOmtwrlT/VopRaUUSE7EE8a+4m7DxvcILQ5QKgjDTs1YrCx2hmsNIygTLRXDm/r2mmS2+zlGidNjbUaEwpbL8qKDvy3f05OdImXRqDAzFzk1YmxKKRbu1DvmESgFlbLP1uZ2+CCRCm/ecWyb//jTH+v5+Kl8o6fzUICzX/38EYhWXQy3OwGMUnhWeFhEiRCpV0fGAdy9eoXnn3icR772DXzDIOo0iESFC5e2y2NjccE0wN3l7EQgNx6YjkbD587rdTyf9vc9lTGYndt7mPwwSSTDHZRIMN4yEhUiEY96M2Tb6rKPJ0wiEenQ42qxcxBSvEcBg0igxTVKaAfQR2pVn8UFZ/8bEnwZrl6PYjZLPE+SUJfT8FlZciiX/OapxWRiMuhdMC3BNIVGXeGFnHaVgsKm13YAhiGcvxjh7p1gZ+WKgTIMbrz1LSxevhz6/FbDw9hn0k0/Er29MNzw0AiGgXgOhuvg73QEvk+0VqEWO5r0RL956T2P8cojb2diaZlaMsHW5GRHojhQ4Yxy5416x4ZmbNwk1TR4C7cbuLs+52LeR6TB7NzRey2Og2gsqGRq9QHA9lCaeEJ4/dV6x2vyfVhccLh2f5DE3SnU2BpqMzltUSx4FPIurqOIxY22Imn79JsKnneU0A7giPieopD3aDR8KuV701kpl3zSWZNyKbhfMmUOxBHUaj7loodhCOms2T51+L5ifdUhv+nh+2BHaM6h3f7Sep7i1s16ezZwIC/gsbnutcbgkkqbjPXQaYfug1EqbXLtgRifvfgEdqPBwrWrbE6HNznEinWmF0p7PvbqbBLvGAem9MojKKCejHPplZeYv/5QMCYSsBoNrr34bd76rTxf/Dt/i+L46OivOtEoS5cvtf/emSiGwFje96YYlXIwayCeMLHt4PU3GkEpZBiFLZ90xiOZMoKeFxWMKW2dCgK9fh97n2Ewx8XMeZtUymRrMwj1ZMdMMlmTUtEPTjO7UH4weCk3bnH1epTNDZdGPQh5xRIGt3f8Jpr3AIIdv2kFv+14YvTmOWsHcAQadZ/brwdhjsPE9mrVYCfd3k4qh9k5m/Qx6fkopVhZCgx8a1eyuuwwe8EmlTaZv12nukNauFEPdngTUyaT00HoIr/p9hwz2ap6CGqoFYZJ1ykg7Bi8X01/+76ez/RCqWv3vfOtz4/FqGaPt9rG6BHvFaCSTJKfjPPYlz/H1sQ0d6++hWJukpff+X4A3vb17/G1jz51rOvrB88+/UzbCYhIRzVWC7VPHnh1ucHK0raulWEGoaNa1Q9OjwS/m1g8OGkM8hQsEmx+du/IHUeFvi6lAocHwSCb6eZcZqUUN35c22X8tymXPK49EBs5w99itLM1I87SQgPPO3xiJ78VGGLlN/9TwVHzuPRaKmW/bfxhWyVycd6hWvaDEtQQ1le359BWq+EVDjtRKjjdzMxFEGM7VC5GcMzONRPdsec+fmDjD8FwlTAE8A1YuJolfy554Mc7LI2YhQr5PfsCtWSEHzz5BOV0guVL91PMTaJME8+O4NkR7l55iNzyZvedB4FSRKoOuZUy2bXKnkJzEDiBvT6fSFQIGYXcplEPutdb3zPPhfUVl3LRb9fHA9SqioXb9cO8or7Ta1JYayb2braLPMLxPLpCZKOEPgEcEt9XVKuHM9QikM4aFLbCt1DFgsfY+N4fjfKDUYeuq4gnjQNNMyrkw2u/EdpH4V6USx7ZMYtY1KAs+zsBgIgt3Hd/jELBw3V8EkmTRDI4Bj/79DPwOwd4jKpDdq1KtOYiPap+IOiW9aKD+Tq7EZNKOkKi2GjPEFaAbwqlXBD39u0IWxMzqF3zG33LIlHy2To3kKVuoxTjS2WShTrSXHNmvcrGueS+/Qm7w0ItRITZOZv52wfLe+1FtaLwPB/T7M+etF73cZ1gEM5BCysqFY9SIfw3aVqQTnefgvZJRQHs6SSHjXYAQ8LsFUdWQZJ1c8PFsoRkymh3XDbqPsuLDpXy9reutbs+UJdhD6OtfCj2+OK3aK0hO27t29HcWlcr5rvTmd3Ljj9WbjA1X2x38gKh7VeKQPphkKzPpmjEaqQ3a4ivqKYjbE0mUE0D9sYDD2L4Pl7IspQM3iJEKy7JQr1j6L0oGF8uU01H8A9geMMcQTJtMTHts76ya+fcQ4dpLypln3TmaO+N5yrmb3d26mbHDjYis7DZY4NEMHz+1Zdrzc1boNvVGs+5128hkRztSWzaARwSwxASSaPDGLew7O1xc2EogslOYbNqIUiqigQNKSJw8UpQLXTrZr1rx9G6f7HgkUgZe4pgZXImxZA29/0QgWRTRdKyhEtXoyzd3e6IDLv91LnOIfKP/KzLR4xfvafnHV8qdxgs6N03UOuD1MJBOHf7Do987etk1zfYnJrkr9/3JKtz57tu9+rbH+LCje5Qj0JRSwy+FDRZ3N757yZecihnD16xs9sRTE5FiEY91leD8GU8bpDKmB0SEgehH2HyxZBO3fymRzQq5PbpXN5rrTsfM7/lUav6XL4WxbKEiSmL9dXuTVEsDrMXRqPstxfaARyB2bkIt16v43sK3w9i3JGIcOlKFM9XrCw2KBXDOk6CappM1mx3u3bdZEeMdOFOg0xm751G0I0YaOi4jsIwpWvnkUgaZHImha2DOwERuHA50qH7Eo0ZXL4Wa3f1Og3F2qpLteJj2cLEpNVROXQvu34IxiimNqtYzsG6TRVQP+Ac36Mwd+MmH/j8H2A1g7qxW7eZXrjLlz/xcZYvXey4rROLsHYuxfhalZbbUoBvGBQmBicJ0aJn8EwIzWcchGeffobn/uZf8o1f+gHpXRIHSikKW17PrtiuZQgkk0c7xXmeCt2QKQWbG96+DiCdPeAGSQWyLpWyTzJlMjFlE08YbG16eG4gEJfNmURjo1XyGYZ2AEfAsoVr90cpl3waDUUsFhwJGw3F7Zv1nl8kkaBZpNoj4bQb11EHSr66blCR0DolJNMGs+cjbXVREWHmfITcmE+55FGv+0HoJ+RxozGYnI6QSBo9Rb9aO/xIVDgfstO5V8MPYDoes2/k94z378QXqKQjOAOI/z/2Z8+1jT8EZt1yXd79lT/nD//bX+i6fXEyiRuzyaxXMV2fatKmMBE/1hLVXpSzEVL5WvcpQEH1CM1pH/zc++Dp94XmBy5cjrC54bK14eLsMxVz7lLkyJr7/h4y33td1yKZMkimDcrFAxQ6APW6IpkK/g7yW6Nv8HejHcAREZGO3S7A8t3GnskhMSCRMllfPXh5QCRiNLV0ej1od9ipXPS5O9/gwuXO430sbhCLGzTqPqVCvcv+B52edtfrOiix5z7OP/mdmUPdd2ylgnEA46+AetyilItRzhz/7l88j/TWVuh1ubW1nverpiJUB3A62Y9G3KYwHiez0VlJtTaXRvUhRh2WHxARxidsxidsXFeR33CpVn0i0WCjVK8pTLOzF+UoWLaElh4DoWWsuymX/CAJvGMpiaRQraiu350IHVLtJxXtAPqMUqrdARhGKm0wNWPjNFTPHMBuDBPGp6yeVTxiNEshd13Xkl5wHNVu3tlJJBrEanfK34oEP6TMITsWD1rd04t42TmQ8S/momzOpA7/RPeCUvzEH/xhz6triW7tn1EkP5WgnI0SKzso4cDJ33uhV8WQZQkT050hmHSfG6NbJ9y7d7o7dXc/9248T7W70XfuiCplhRGi+9cq0DjpaAcwQAwD5ppaK3KAUspWUuz8hQi2bXDpWpSVHVVA0ZgQjRmkUiarKw38kGO2SBAaCnMAALNzNltxYWvTQ/mBjsvElH3PWu+HCfeE4Ut4c0qr+scXcG0jGOw+IK7+6GXmXr8V6pgcy+SF9z42sLUcFTdiUjpGnaQWzz79DH/+v8b5+sP/27E/105SaZPL16Jsrrs0GkGn7tiEte8Jo1zyelYupTIGrkP7d5dKG5w7P7paR/eygdZeAAAZvUlEQVTCUByAiPw28HNAA7gB/KJSKvx8fcJodRgW896uyzs7YG3bIJU2tycPtW8YDHhv1INRkNmchdU03tGowcUr4dUa5bJJPqSxRymI7nFUFRHGJuxDj7s7THXPXhRzMbIb1Y7qH0Ugv1xP2NQTdnsK1qC478WXsJ3usi4FvP7mN/PjRx8Z2FpOEh/4jSrs6CgeFNGYwczcvYXd9tqMGSJcvBJpFz2cBsPfYlgngC8Bv6mUckXkt4DfBP6HIa2l75ybtWnU/Y4BMLG4weS5TiM7O2ezthpoift+0CU7PWsfanTcxJRFMe915B5EAglb45jqkPu169+JZwmiOjdirmWwfDnbrrEfNKrHD96JRLjx0Fvv2RlFajUe+ua3uPLyK3iWxY8ffTs/fvQR1DA7hnxFotTA8BW1hI3bx1NCr7DQKJFMmqC6nXyr7j/49+kx/C2G4gCUUl/c8ec3gU8MYx3HhWkKl69FqVUDJxCNGaFt5GIIU+ciTPWhK9S2DS7fFw1a7cseliWMT1rHMn3oOAw/BBVA4yuVrlCL6fmYnsIdUpHFaw8/xLn5ha5TgDKM0B6AvTAbDZ78o6+wOXmBG299nHMLN3nkL/6S6fkF/uLnf66fyz4wkarL9J1CMOWs1VeSi7E1nejrSWuUHYFlC1PTFqsrbkf+IJ0JRNxOK6OQA/gl4N/3ulJEPgl8EuCcHR/Umo6MiBBPmMQHmB+MRIxjbTw5SnXPQUj0GLYhKriuMDGcz//Wmx7g0quvcfHV1zB8D980AeG5v/Gxe961X3x1kTceeEdbLrowNkn6wjUe+vZXyK6vk5+YOIZXsAdKMT1fwNxVQZDeqlFL2tSOoYLp2aef4e0f2+Jv/3f/ru+PfRTGJm0SKZP8VuAEWsb/NO78WxybAxCRLwNh1uJTSqnPN2/zKcAFPtvrcZRSnwY+DfBgPHc8KmmafTlqdc+BUNyzfMBAEOGrP/c0E4tLzN6+TT0W49abHqARu7eGLqvhoSTREcryLZtibpKNc3NMLi4N3AFEqy4SEgA3FKS2asfiAACe/y85nh9SongvorFtpc+zwLE5AKXUT+51vYj8A+CjwFNq96BYzchwXOGeMKrpCLm1SpcTUAKVEailX5+dYX328CegWCVcH8S3bDYmz1NOD6isdQdhxr+FMYCxv8NKFGsChlUF9DMESd/3K6Uqw1iDZm/6Xd1zENyISX4iTna92u5YVQKFiTjugMXejgPfEHzT6NY38jwM5bF06VL4HY+RetyGMP17wHQ9MusVSrlY3/sFdjPK+YHTzLByAP8SiAJfasbXvqmU+u+HtBbNLga5699NYTJBNR0hUQjyAZXMYGQedmLVPdKbVey6Rz1hUxyL4VtHN4CVVITxHt1/Lz728EBLW1soIegEDpFKiDR87NUqmfUqS1dyfa0M6oV2BINlWFVA14fxvJq9Gabh34kTtchPDWdvEi07TM8X2hLU0ZpLerPG4tXs0TV8DGHlUoap+UIwVaxpc9cu5aimhxPiMjwVOuFMdvzf8GHybpGlK7mBrUs7gsEwClVAmiEzKoZ/6CjFxFKpI0RjqEDeI7daYf18+shP0YhZLF7JklmvYjd8qgmLWuJwTXj9oNd8450IEKl529PNB8hOxVFN/zm9Ba6aA6GNf4Dp+owtl0MlqIVAo6gfWHWP8zfzpLfqJMoOY2tV5m5uYjpepwb4gFCGUEnaYWmALswDKGoeBx/83Pv09/SY0CeAM4r+QW1jNpoS1P4eIyePKFXcYmKphLHjeQwFylPMvp4PQjEC5XSEjXPJgXU+r8+mmJ4vEqm5HdPXduMPuRxeh4X6j3YAZ4zHP/O2QMNd0ya3VukwyrvxBYpjfRjiolRQd7/r4iDO3nx+BYlCA7vhsXQ5O5CQizIDqQ2r7jL7ej70fVDN240C2hH0j9H4RDUD4dmnnxk54281PCbuFjl/Y5PpOwWiPWrlj5NeEtSKoEqmnIn2xwHswc7nNwC77gVx9wHiRi22puJd4SAFbE2NXhf+s08/w+Ofeduwl3Gi0SeAM8CohnususfsrS2kOYPDdnyiFYf12RSVzMFn1B4V35Se8e27V3L960EQoZKOkCg29p92JmA3PBoDmnXcojgeRxRk17YHxxQm4hTHR88BQO+JZJqDoR3AKWbUwz251XLb+LcwFIwvlwcq+exYBlbD71iHD1RTdt8b0DZmktgND6sl3d2MuXe9UgWNYTS/iVCYTFCYiGO6Pp5pQJ/yH8eJDgsdDu0ATinPPv0MfG7Yq9ibWEg8HEB8FRifAczOjZUaoesQYH0m2ffn802DxStZolUXu+HhWAZTi6WOMZg+UI+ZOLEh/jxFhjK7+KhoR3BvaAdwyhi5cI+vSG/WSOXrIFDKNuPpIniWgel1x7kFjl16oEVqq9YlzQCgjKATtm4dgxEUaQ+3AVi8nGVspUy85LRPA7FakBvZmEkdqFZf04l2BAdDJ4FPCY9/5m2jZ/yV4tydArm1CpGGR6TukVutMH2nAEqRH493lRb6AuV0dGBGby/Bs72E0vqJFzHJTyZAtsNBLQnsyYXiQNZwWtGJ4r3RDuAUMIrVPQCxikuk5nZ11karLtGKSyUTIT8ROAHfkGBQeSrCxjGEXnpRzkTC69tVUyhtQGQ2tgXwWhgqUBA1ncFWA6EUsbLD+GKJ8cXSUCqz+oluJOuNDgGdYEb9Sx2tOl1GDYLdbbTqUE/aFCYTFMfjWA0PzzL6Irp2L5SzUVL5ettRtUo/12eSAw292A0vvBRVwHIGkw9pMb5cJpmvtz+7ZKFOKRPFjZqIgmrSHm5+4pDosFA3J+9T1ACjb/wBPMtACV1OQElwXftvQ4ZnUERYvpQhXmqQKDbwLINSNjZw+el63CZS63YChgJnACqcLSJVl2S+3nFqEwXpfB1FEJ7KrTZlusdjzdDVycpRaEewjXYAJ4yTYPhblNMRxlYqHfo2CoJ6+AHW+e+LCNV0lGp6eGsqjMcCw7ujI9kXKOWiWI7H2HyRSN3FNw3y4zFKzUR6v4mXGuGnNjpLVUVBZqOG6Sk2ZgY/yKYfaEegHcCJ4SQZ/hbKNFi+lGFyoYjpBtlWzzJYnUuPRGVLolDgwe//NWMrq6zNzvDjRx+hlhxc/mEnnm2ydCVLbqVMrOLim0JhLEY9bjFzu9DekRuuz9hqBdNT5Kf6P3D6Xj6XYGxkna2JOP4JLBltcZYVR+UkTWN8MJ5Tn7k+esnO42TUm7n2w3B9kls1InWXRsymmIvCgDVlxPcxXQ83sp3UHVte4Wf+n9/D9HxMz8M1TTzL4gu/8Pcojo8NdH17MTVfaJeH7sQXmL9/vO+O1Gy4zN0M1wMKQwGVlM3ahUxf1zEsTutp4MkXv/BXSql37b5cnwBGmJPQzLUXiUKdybsloFnbX3JIb9VYupIdSJ2/4bq867k/5/4XXsLwPIq5HN/88FMsXb7M41/8EnZj27BanofheTz2lef4s098/NjXdlDskLwAAAKm4/c9V3Gvn4sA8ZKDXXNPZGJ4N2ctLHTyP7FTyEkM9+wmUnWYvFvqknkQx2dsqYTpKSJ1D8c2yU/FqSX7PxHrfV/4Yy7euInlugBkNzd56nP/mT/+u3+byaXl7oQrMHPrdt/XcRTcqInl+qFSEd4xVEwpQ1AGSI85waGd2wS5g9PgAFqcFUeg+wBGjNNg/AHGF0s9jUWy6BCvuJieIlZzmZovEi/U+/r8sVKZi6/daBv/Fobn8dZvfQffCP/qu/bwpnOFkZ+Io0Ka5UrZaDDLt9+IUBgLadADHFsICxgrubfcwUnitDeSnR6XfcI5LYYfAKWINHq32IaVOo6vVFjogwBcrNwgt1olUnP47vs/hm/aONEYsUqRaz/8K6aWbpPb2OTGW97MtR/+CGuHFIVrWbzy9tH6sdcTNqtzacab08pUczbB1jEkgFvkJwPlz8xGoAiqRNiaiuPaJtPzIZ3JKpDMPq2cZsVR7QCGzKky/C1EUIYgIcPGe2G6PqLo2u3eC/FCncnF1kxfoZbKtq+rprL86B0/gfr+X7A1leU7H/og6XyeqbuL+IaB4fvcvXKZ59/3xOEXcEzUUhHupiLgt6RDj3m3LUJ+KkF+Mo7hKXxTQITZm1tdzlsB9bg18Aa+YXAaw0LaAQyJJ174NT7wG9X9b3hCKYzFyKxXDxxjVE0piF7YdZfUZg3L8aklbUrZWGcIRCnGViqhwm4tfMvi9Te/k4X7xnEjNl/8r/8WubU10pubbE1MjlT1TyhG5+tNlEp4lkU9fkxa/SL4VvCchudjN8KF+yIhl59mTpMj0A5gCDz79DNwio0/BGEE0/UDSQF6z5mF5sjFXJTUVtAIVU3ZONHtr2a82GDybrE9rzZWcUhv7qomUmC5+482r6QyFMdy7b+3JifZmpw83IscEtN35nnfH/0x8VIZQbF6/jx/8XNPU00dsSFLKSI1F9NVXbt6tcepY6/rTjOnwRFoBzBATmW4pxcibMym2JpKMPfaZu+Ri0AlFSG9WQvupiC7FnTAbk4HTVkTS6UuQTlcn8x6la3mbWgKypn7hJ3cE9ywBJDMF/jJ//j72M62QNv0/AI//Xv/gf/8y7/YDg/ZNZexlQrRmotnCvmJOOVstGf4KFJxmF4otsN2AtRiFqbno0Qo5WJUk3bX+MyW8z7LnGRHcPoDdyPCmTL+O/AtA8/qvUNcuJolUWpgqGaZKNsdptFKMDQlLJdgKEiUGtsXiFAYj3XNs+1YCxxr8nQQ3P/88xh+56s0lCJRLDG9sAAE4bKZW3liFQfDV9iOz/hymfR689SpFNGKQ6JQx2p4pNcrQbexp7Y/BxUM7Ik0fKJ1j7GVMr6AEzXb6q2+BMJwhYnRHBc5aE5ixZA+ARwzZ9Xw76QwHg/i8zsuC5KHJtGGF1j9XTZeFKQKdbYmexuX3aWchYk4iWKDSL27eUoBhbHoaGkQHYLM5lboEB0FJAtBhU52tdIOl7UwFOTWq1QyUabnC1iO375jrxDd7vsnyg6Ll7MYSmE5Po2oNXDRvFHnpFUMaQdwTGjDv01pLEak7pHK14NErwp2kqsXMoHWfK+ojVJ4tokTNbuUMn0JDLpdc1GG4NoGiOBGTKL1EANpgDNAff/jYvniRS7cuIm9u79B+azNzAAQ7dE9LAqm7+SxHdVx/b2IwURrLuVcjIbe9O/JSQkLaQfQZ057dc+haOYD8pNxInUP1zbaSd5aItwoKwm0+gFW59JM3ym06+CNpib9+FK5nRvwDVi9kKGSjhBvhpQ6HxBqyZPvAG489BYe+vZ3MEolzGYoyLEs7ly/3q5iciJGz4T4buMPeyfod+NZBpGqS7zUQBlCORM5kbODB8WoOwItBtdH9K7/ADTDB74p7QqeRL7G5GJ5+yYSNBZtzCS3k5Y7KlQ8Uzh3u9AVUgK4eyXD2Go1iH/vGPCyOZ2gNHY6tq3RSoW3ff2bXH71NVzb4uVHH+HHjz6CaobE4k0Npn4m+BTgmcHEtmQhkIxutluwPpOkko318dlOJ8NUHO0lBqcdQB/Qu/6DkcjXGF+uICrYhVaSNuszKc7NF7BrHga0k7irFzPbO/bmiELDV9QSNpn1CpnNenhTUsxk+XKWeMkhUazjmwalbPRU6dT0wnR9JheKRGpu8N40f9r77fBbFqDX7RTgGVDMxchu1rpOV77A/PUx1IBVXk8qwzgNaDXQY+Is1PT3g2jFYWJHyAYgXnaYuZXHcv32brX1/8m7Reavj2HXPc7dKWwPaFfg2EbPpGWk7jUHvESopvsvMDeyKMX07Tx2wz9QfL8l7OYTGHCzxw1bF5s+5DZq4TeS4LM86Qn2QTFKYSHtAA6JDvfcG5n18KHnthOidAmIr7BrLufmi5he5x3tht9TmdI/paJk+xGpuVg93svd79XOv4WgVNd0wnMGB3o3T04QYaQYBUegHcA9og3/4ehlnPbCbnjbO/8d7Kwa3W3YzmpNuumq8HJagh2+Yns2s+y63m4a/70cxX5UU2fotNVnhjmRTAft7gFt/A9PLWH13Cju3nu2jFV2tRK6uxSgFjdxIka7m1gRSCQXx85mMrIRM0Nn+foCW5Nx1s6nqMfCq3Vkx3+KHQ5jj+dr3c4XWDs/GiM+TzIf/Nz7hmJfhnoCEJFfB34bmFJKrQ1zLXuhDf/RKUzESRYaXUPP8xNx7IZHohh09e7cpUZcFeo0fIFKLpA2MB0Py/FxIuaZUKTshWeblLLRYLB8qzSWYMJXKRcju14N7Y/YjQCObVIYizK+h7ieZwr5yQSVdORMv+/9ZtBhoaE5ABG5CPwUMFojmHYQe+7j/JPfmRn2Mk4Fnm2yeDVLbq1KrOzgWUJhPN5OHBZqLpm1ComS03Es3R3u8QUaMYtyJtJ+XF2HHrBxLkk9bpHeqGH4iko6QmEijukq0pu10BNCGKIUymgwuXSbzYnzKLP5/oq0y2rXz6dPRV/FqDIoRzDME8DvAv8U+PwQ19CTZ59+Bn5n2Ks4XXi2yfpsuGKlE7MCHZqQ65Q0Q0iGQSUdodKHwTGnEhHK2RjlXTX5qa3uBDyEh3kUQXPeU7//+2TX1ihnJ1i8cB+F8WncSJRqMsrypUkacZ0+HATH7QiG8imKyMeABaXU87LPD1lEPgl8EuCcffwJPh3uGR6ubfSMPRcmEtR7dA1r9sZvzloIzRGw7XQVwVwG36yT3tzEVIrM1hqZre3o7PzVK9x5098cwKo1OzkuR3BsDkBEvgyExU8+BTwLfPggj6OU+jTwaQgawfq2wF1owz98SmMxUvl6h6FSBPIDdb3jPDSVdISxlXLX5UpgYzpBOt/AdH1qCYv8ZIKx1eV2V/FuYlXd8zJM+l0xdGy/KqXUT4ZdLiIPA1eB1u7/AvA9EXlMKbV0XOvZC238RwMnarF2Ps3EYqld/ulETFYvpHXI5wj4lsH6bIqJxVLH5RszySBktEsiY2N6KrT81jVNbl+/fqxr1exPPxVHB76tUkq9AEy3/haRN4B3DaMKSBv+0aOajjCfCjqAfUPwIjrB2w8qmSjVpE2iFAySqabs7Wlqu/Bsm2899UHe++WvYLguBuBaFpVUipff+egAV63Zi36Ehc7kuVpX94w4ImdCu2fQKNNoK6zux423PUx+apIHv/s9EqUy89ev8crb3oYb1Q1fo8ZRHMGZEoN75GddPmL8ah9XpNFoNKNDr/zAmReD0+EejUZz2rnX/MCpdwDa8Gs0mrPGQcNCp9oBaOOv0WjOMm0b+OIXQq8/lQ5AG36NRqPZn1PlAHR1j0aj0RycU+EA2tU9WrtHo9FoDsyJdwA63KPRaDSH48Q6AF3Tr9FoNEfjRDoAvevXaDSao3OiRvks5Ka08ddoNJo+caIcgEaj0Wj6h3YAGo1Gc0bRDkCj0WjOKNoBaDQazRlFOwCNRqM5o2gHoNFoNGcU7QA0Go3mjHKiJoKJyCpwa9jr6MEkMPC5xiOGfg8C9Pug3wMYrffgslJqaveFJ8oBjDIi8t2wkWtnCf0eBOj3Qb8HcDLeAx0C0mg0mjOKdgAajUZzRtEOoH98etgLGAH0exCg3wf9HsAJeA90DkCj0WjOKPoEoNFoNGcU7QA0Go3mjKIdwDEgIr8uIkpEJoe9lkEjIr8tIi+LyA9E5D+JSG7YaxoUIvIzIvJjEXlNRH5j2OsZNCJyUUSeE5EfichLIvKPhr2mYSEipoh8X0T+cNhr2QvtAPqMiFwEfgq4Pey1DIkvAQ8ppd4GvAL85pDXMxBExAT+D+BngbcAf0dE3jLcVQ0cF/g1pdSbgfcCv3IG34MW/wj40bAXsR/aAfSf3wX+KXAms+tKqS8qpdzmn98ELgxzPQPkMeA1pdRNpVQD+D3g54e8poGilFpUSn2v+e8igQGcG+6qBo+IXACeBv7vYa9lP7QD6CMi8jFgQSn1/LDXMiL8EvDHw17EgJgD7uz4e54zaPxaiMgV4FHgW8NdyVD43wk2gf6wF7IfJ3Io/DARkS8DMyFXfQp4FvjwYFc0ePZ6D5RSn2/e5lMEIYHPDnJtQ0RCLjuTp0ARSQGfA/6xUqow7PUMEhH5KLCilPorEfnAsNezH9oB3CNKqZ8Mu1xEHgauAs+LCAShj++JyGNKqaUBLvHY6fUetBCRfwB8FHhKnZ1Gk3ng4o6/LwB3h7SWoSEiNoHx/6xS6veHvZ4h8CTwMRH5CBADMiLyb5VSf3/I6wpFN4IdEyLyBvAupdSoqAEOBBH5GeBfAO9XSq0Oez2DQkQsgqT3U8AC8B3g7yqlXhrqwgaIBDuffwNsKKX+8bDXM2yaJ4BfV0p9dNhr6YXOAWj6zb8E0sCXROSvReRfD3tBg6CZ+P6HwJ8SJD//w1ky/k2eBH4B+FDzs//r5k5YM6LoE4BGo9GcUfQJQKPRaM4o2gFoNBrNGUU7AI1GozmjaAeg0Wg0ZxTtADQajeaMoh2ARtMnRORPRGRr1BUgNZoW2gFoNP3jtwnq4DWaE4F2ABrNPSIi727OO4iJSLKpff+QUurPgOKw16fRHBStBaTR3CNKqe+IyH8B/hcgDvxbpdSLQ16WRnPPaAeg0RyO/5lA76cG/OqQ16LRHAodAtJoDsc4kCLQPYoNeS0azaHQDkCjORyfBv4ZwbyD3xryWjSaQ6FDQBrNPSIi/w3gKqX+XXMW8NdF5EPA/wQ8CKREZB74ZaXUnw5zrRrNXmg1UI1Gozmj6BCQRqPRnFG0A9BoNJozinYAGo1Gc0bRDkCj0WjOKNoBaDQazRlFOwCNRqM5o2gHoNFoNGeU/x9JTt4Hqk7mSgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "parameters = nn_model(X, Y, n_h = 4, num_iterations=10000, print_cost=True)\n",
    "\n",
    "#绘制边界\n",
    "plot_decision_boundary(lambda x: predict(parameters, x.T), X, np.squeeze(Y))\n",
    "plt.title(\"Decision Boundary for hidden layer size \" + str(4))\n",
    "\n",
    "predictions = predict(parameters, X)\n",
    "print ('准确率: %d' % float((np.dot(Y, predictions.T) + np.dot(1 - Y, 1 - predictions.T)) / float(Y.size) * 100) + '%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "隐藏层的节点数量： 1  ，准确率: 67.25 %\n",
      "隐藏层的节点数量： 2  ，准确率: 66.5 %\n",
      "隐藏层的节点数量： 3  ，准确率: 89.25 %\n",
      "隐藏层的节点数量： 4  ，准确率: 90.0 %\n",
      "隐藏层的节点数量： 5  ，准确率: 89.75 %\n",
      "隐藏层的节点数量： 20  ，准确率: 90.0 %\n",
      "隐藏层的节点数量： 50  ，准确率: 89.75 %\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x2304 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 32))\n",
    "hidden_layer_sizes = [1, 2, 3, 4, 5, 20, 50] #隐藏层数量\n",
    "for i, n_h in enumerate(hidden_layer_sizes):\n",
    "    plt.subplot(5, 2, i + 1)\n",
    "    plt.title('Hidden Layer of size %d' % n_h)\n",
    "    parameters = nn_model(X, Y, n_h, num_iterations=5000)\n",
    "    plot_decision_boundary(lambda x: predict(parameters, x.T), X, np.squeeze(Y))\n",
    "    predictions = predict(parameters, X)\n",
    "    accuracy = float((np.dot(Y, predictions.T) + np.dot(1 - Y, 1 - predictions.T)) / float(Y.size) * 100)\n",
    "    print (\"隐藏层的节点数量： {}  ，准确率: {} %\".format(n_h, accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7efc7f1e8110>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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apRuCgDEskFF/vlSlN5KyaH3DaJ86+NIk/rXerajrLM5iG0e/X6Y5fI16T005/L+BewRBmA30A3IVRdFKC2uIiEGdufLw9xQmnkaQRPxjwis1TuzlA/n37pkex0WjjjY3jaP/+/dWqLuWhoZGzeKrtMyfgX+BdoIgJAuCcIsgCHcKgnDnmUvigQTgCPAFcLcv5m2oyE4nSfP/ZcuML9n3/h+VTp88F0EQCGgeUWlnD2Bo5M/I355DZzai8zch6nVIZiPRY/pUm7O35hSw85Uf+bv3nSwc+TDHfl1VbUVVsZcPVM2SkvwMtLrhomqZU0OjJtHE0+oY9vwi4oc9QN6RFBwFxUh+RgRBYOTc54keraqHVONYcwo48ftqLFn5SHqJlOXbsOUUEjtxEO1vvwR9oNk382Tl8VfPO7CczimJq+v8TbS8ajiDv3rUJ3OUZtuzs9j79i84zmza6vxNBLaO1jZtNeoNmlpmPWLD/R+6NllLiWzpA81ck/a7asep2mLD/R9y+OuFJc3HJT8j5qhQLt38CcaQylXynsuWJ79k77u/efwuJLORS9Z9QGi3imUZnaUoNYtdr/5E0rx/0Qf40e6uy2h324SSN5S09Xs59MUCbLkFNJ80hJZXDUMy1p3fu4ZGWZTl8DXxtDrG0R+Wejg4AARIWbqF2EsH1rxRKuTsP8GhLxe40hfP4Cy2Ungygz1v/0qvl26u8hwnfvdUlwRXgVdy/MZKOfyi1Cz+6n4btuyCksylzY9+RsqSzYz84wUEQSBiYCciBvpGt192OMk9kIguwI/AFpE+GVNDo7JoWjp1DKeaswdQXL1p6wpJ8zegODwzWmSrnWNzVvpkDsnL24wgiSXFVhVl9xuzseUUuKWpOosspCzdRsamA5Ua0xsJc1byc+Rk5g+8l7kdb+LP7reReyhJ9drcg0msuekN/uh4E0sveZLUNZ6dyzQ0qorm8OsYTUf1dAmSlUK2O+pUM29Rryvp2qR6zge0vW2CpzInrg3o5pOHVGrMpPkbPNRIAZxWGynLtlVqTDXS1u5m7S1vYsvKx1FQjNNiI3v3MeKHPoCjVOFa+sb9/N37To7+sJTcA4kkx29kybgnOPT1Qp/Zo6EBmsOvc/R56070jcwI5zhNnb+JrjOm4tckxCdz5CekcPjbxSTOW19p2YDmVwxW1YCR/Iy0ubksWaXy0/6OS4kY2BndmYYqgl5C8jPQ9527CKiEmJyiKOgD1MXpRIMOfSPfbDYD7Hr1J7c2kGcMwFFk5cQfa9wOr7/rXRyFFjcJDGeRlY0PfOTxcNDQqApaDL+OEdQmhom7vmT3G7M5tWI75qZhdHpwCs3GV05L51wUWWbd7e+Q8NNyBJ2IIIgIksjo+Fdp0r9jhcYKiI2g1+u3sfWJL5DtThSHE12AH6Fd4+hwz6Qq2wquN4Uxi1/n1IrtJC/ciL6RP62uu6jCzdgVReHAJ3+z4/nvsGR4Nm85S4spw6pqcgm5B9VDN46CYvKO/Fdz6CiykL37mOq1giiQufUQEYO7+MwujQsbzeHXQQKaNWHAB/f5fNyDXywgYfYKN+kAgKXjnuDqlF/RVTAu3uneK4ge1ZPD3y7BlltAswn9iRnfD7EMobOKIggCTUf1dIW6Ksmet39hx3Pfeah7Igpnsm8UBn/9mE8VNkO6xpF/LNVDikIf6Edwx+YlPws6yRUaU1GUVmRFNaSloVFZNId/AbH33d88wwy4HMuxX/4hvE87/Js1qVAefXDHFvR5/XZfmllunDY79rwijKGBqgVT4Nr72PnSD57OHhBEkV6v3ELctSN9Fi47S7f/u56TS7a4/b4FScQQHEDs5f9lWkkGPTHj+pEcvxHF4e71jSEBhPVo41O7NC5stBh+A8SaU0DC7BUkzF6BNTv/v+NZ+arXO4osrLvtbeYNuIefIybz773vIzuq1sSkOnFabfx7z3v8GHI5c5pdzc+RV3LwywWq1xalZKpmEwHo/IxEjezhc2cP0LhXW0b9/jz+zSOQTAZEg46IoV2ZsO4DpFLNWQZ99iD+MeElexWS2YQ+yL8kTVRDw1doK/wGxqGvF7LhnvfPbPoqKHYnfWf+j/a3X0LE4M4k/rXeI8xwdrPQke9qr3j4m0UIkkT/mf+rafPLxaobXiV5wYaSGgCrNZeND3yEZNDRetpYt2uNjRupCqKB6w2hOhulRI/tw5SEHyk+lYnkZ/RajOYXEcrkg99y4s91ZG47TGDLSFpeMwJDowo0ftHQKAdapW0DImt3AvP73+OhVy/5GZmw9j1Eg575A+5xVcae599dNOgI69kWW04BMeP60vmRqzBHhVWn+eWiIDGNP9pP99iHADDHNObqxDkex9fc/AbHZq90u0c06okZ15dRf7xQrfbWBIqikLZ6FyeXbsEQFEDctSOrpJmkUb8pq9JWC+k0IA5+Ph/ZplKZarVz4JO/CenUggnr3id6bG90AX6YwoNVm5yDq5o1fcM+cg8ksv+jP/mz660U1IHG4Dn7TiAa1fvVFiVnqIaiBnx0P9EX90Ey6dEH+SOZDEQN78bQb5+obnN9hmx3YMnI9egXLNsdLBn3BEsveZJdr/zEtqe/4fd20zjy/ZJaslSjLqOFdBoQRSczVNsZKrJMUUoGAKFd4hgT/xrgEmr7OWLyeceVbQ5sOQVsf24WQ756zLdGV5DAllEezVzO4i2PXudnZOTvz3NszkpOLtlCozYxtL/rMp+JvFUnst3B5ic+59BnC5CdTnT+Jro/O42O90xCEAT2f/wXaWt3l2wOn33gr7/zXaLH9MYvom729tWoHbQVfgOi6eje6Pw9C4vOShiXRh9ops3NF5cr9U9xyiTPr1pzcl8Q1K4ZYT3aqL6ZOC02ZkdPIWPrIbfjjiILCwbdy7rb3+HId0vY9cqP/BJ7DamrdtaU2ZVm3e3vcPDT+TiKLMhWO7asfLbN+IoDH/8FwMHPF6hnXilw4o+1NW2uRh1Hc/gNiNY3jMbYOMhN2kDQSRhDA2lzk3r1a7+Z99D21glIfmc07g06BL16Hr1krhuKkRf99SJNBnX2kHCQbQ6s6bksHv2oW4XqtmdnkbXjKI6CYpAVHIUWHAXFLJv4dJ1uUF58Optjs1d47Mk4iixsf/5bFFnGWeyZbgogW2zsePF78o9pfYY0/kNz+A0IfYAfl236mNY3jsEQHIA+yJ/W00Zz2eZPvIYvRJ0rG2dq+h9M3PkFVx77CVHnuXqW/Ay0u3VCdX+EcmEMbcS45W8T4EV9UnY6SZr3b8nPR75ZrLrJe7ZJeV0l92ASohcBOXtuEfb8ImIvH+RVu6g4LZuFIx7yiPtrXLhoMfwGhik8mEGfP8ygzx+u0H06s4nAOJdkwdAfnmT19S+D4gqT6AL8COvRms6PXFUdJlcaW26B6nHZ5qA4NavkZ4dFXY9GURTsBcUex1JX7SR7VwKFpzKxpufiFxlCm+kX06h1tO+MLwcBzSPUpbIB0aRHF+BH1xlTOTbnH4rTsqB04pWiYM3O59Ty7USPqRvNczRqF83hNwBsuQUcnrWY1NW7CIyLov0dl1bJObWYNJgmR3/k2OyVWDNziRzenaiRPepcEVB4/46ulXypFFNRJxF+jjZQ1IjuJMdv8qw/sDuJHP6fAmlxRg6LRj5M7qEkFNs5q2LBVaU86POHaXVdxVsdKrJM/rFTJC3YhCO/iMgR3WkyoON5f58BsRFEDuvKqX92ujl+yWyk472TECUJvyYhTNz1JbNjrkJRUQFVnDIFx1MrbLNGw0Rz+PWcgsQ05vW9G3tBMc4iK4Je4sAnfzP8p6eIvazyzVLMkaF0eqDsDB6n1cbxX1eRtGADxrAg2t46nrDurSs9Z0Xp+eJNnFq+raTjFrg09MP7daBxn3Ylx/q8cQdpq3fjKPpPkVLnb6LDPZPwaxLMrtd+Ys87v2H1JqymgLPYxrrb3yZmfL9yd/NSFIU9b85hx4vfu9toNhI5rBsX/fnieaWkh89+mn+mvkzqyh2IRj2y1U7raWPo8fz0kmtMjYMI79OO0+v2etwvCEKlO4NpNDy0wqt6zrLLnyJpwUYoVU2qb2Tm2rTfq601nz2/iPmD7qXgeCqOAguCJCIa9PR65RY63X/+VE9fkbH1EJse+YT0f/ehC/Cj3a0T6P7cjR6tIPOOprDzlR9I/WcnfpGhdH5oCs2vGMKG+z7g8DeLVDNdSiP5m+j5wnTC+7QnuGNzjKGNyrx++/PfsvvNOapjS2YjPV+8mc4PXulxTlEUCpPT0ZkMmMKDASg8mU5hUjpBbWNU501dtZMlE2a4zSUa9YT1aM2EdR/UubczjepD62nbQFEUhW+NYz1Et8Dl8Ef+8QJNR/aolrm3Pv0Ne9+a49GhSzLqufLoD5ibNq6WeX2JJT2HX5pfq76hq4YoIEoSktmIbLXT9vZL6PfOXarCbQ6LjZ/DJ7mt7EvTqG0Mkw9863YsZdlW1t76FpbTOSiyQljP1gz74cmS/ZWySFqwgY33f0hB4mkESaTl1cPpOmMqKYu34CiyEj22tybGdgGg9bRtyJT1wPaiIVNZrNn5HP1+KbmHkjg25x/1doyiSOLf/9L+zkvLHisrj91vzuH4r6sQjQba3Tae9ndf7iEsVp1k7T6GaNSX3+HLCrLsQM51xcoPfxmPX0QI3WZM9bi0MOm0aueyc3EUuD8MsnYddaWKnrNKT990gPkD72XKsZ9K5KsVRVFdsZ+Vp7bnF6HzM3Lkh6X83eMOl+kOJzte+p7mVwxh6KzHvaqLatQM+XkWNqw5Tn6uhbYdm9CxaxSilw5yvkRz+PUYQRBoOqY3KYu3eAiEKYpCEx82zsjYdohFIx9GtjtdeeFev5sKynnSAK05BfzV8w6KU7NLKkO3/t/XJP61nouXv1VjzsjcNMxr1W55cBRZ2PP2L6oO369JMEpZY0siMZf0dzu067WfkS2lHqKyq0vW8V9XYQwNZPOjn5F7MAlDSCAd7p1E96euR9T9VzchCAKGRv4UJKax4X/vuz3MnA4niXPXkjCmN62uH125D61RZXZvT+H91/5BUcBuc2I06YiJDebxF0djNFavS9Ye87WMLbfATcK4ogz48D4MIQElTb3PNvge/NWjHnHsyqIoCiuvfB57XtF/RUDeXiwUaHbpgDLHO/DJX1hO57jp/jiLraRvOcj+D//kyHdLOL1hHxUJNxbkWUlJzsVuL3/OeXD7WEI6Nnc1IVFDEEAAQ2ggOrN6a0RbVr5qnrshKIAWU4apN2IXBIzBAXR/+nq3w9m7ElSVPR0FxZz4ax0rr36xpJOWLTufPW/NYe0tb6radWzOPyiy5+/PUWhh/yd/q96jUf1YrQ4+eH0VNqsT+5lMMKvFQeKxLP7+pfob12sr/FoiZ/8J1tz0BlnbjwAQ0qUlg796tMIZFYEto7jiwCwOfb6A1DWutMwOd19OcMcWPrM1d/8JLOk5ZV8kCOj8jHR5/BoCYiPKvDTxz3WqYRRnoYVNj3zqcpKKQqPW0Yxd+iamxkFexyossPHZu2vZsyPljBkCF1/egSk3lK9D1qi/XmLJ+BnkHzmJIEnINjvNLh1A1xlTKUrJJKRTCxDgj/bTVe/3b97Ea4evgZ89hKPQQvLCTSAIOC02JLOR1jeMpvtT13vscwR3bE7O/kSPMJ3O30T6v/s8Km6dZ1b+PV+62aPHrz2vENmunsNvzysq4zeiUZ3s2npSNdJnt8usXn603N/byqI5/FrAkpHLgkH3YcstLPnPnbntMPHDHuCKfd9UeMPTFBZE1xlT6aoSWvAFTqvd1YZPDVEgclg3zFFhtL/z0nL1X9UHedd5VxxOlwQCkL3vOKuue4Wxi1/3ev3bLyzn6KGMc0dg/u97ycuxcMu9509LNUeFMXH752TuOEJh0mlCusQReKaC99wU02aX9CfpHA1+cGXa9HrpFq9jnxVtKzyZTv7RUwTGRZUpW9zliWtJit/ontUjCIhGvVsh2bmIBj1ZO454OPymY3qzd+bvHpvGolFP7MTBXm3QqF6sVofXbTe7tfororWQTi1w6Kt4lxMt9S/vtNrZ/8m8Ko2ds/8ESfEbyfdhsU1Ilziv+eLBHZozbvnbDPvhyXI3225/526sJqgAACAASURBVGWqIm+lUexOUlfv9Pp2kXQ8m+NHM1XPrV5+lLycYtVzaoR1b03spQNLnH1phn4/w6U5ZDYiGnT4RYYw4MP7ylWI5R8dTuTQrufVqG/csy3Df34KU5NgdP4mJJOBkC4tmbD2fQxecv8Vp1N1gRAxuItLb+icTXDRoMPUOIhOD1xxXps1qoeOXSKRVRRtBVGgc8/zZ2JVFW2FXwtkbD7o8XoOLt36jM37KzWmNSuPZZc9Reb2I4gGHbLVTvTFfRj201NVjuWLOolBXzzC6hteQbbYUWQZQSchGfUM+sK7hMOhfadZ9Pc+MtMLad85grGXdSQ0zEzzSYNJWXoRR75b6kopFQRVHX8AUa/DkplXko9+LqkpeThV4tRn2boxiRFj21b8A6sgGQ30f+8e+r51J/ZCC4Ygf5/ntiuyTKM2MYxb9S6KrKA3mwho7gqPdbxvkkdOvyCJBDSPIKynZ6plyrKtpK3b49pcFwRQFII7tmDMotcwhXkPkWlUL6GN/Rl9SXuWxx/EemZFL0kCRpOOKddXTwr1uWgOvxYI7ticpAUbPHRSBL2O4A7NKzXmisnPcXrDPpCVkodJ8sJNbHrwIwZ+8mCVbW4xaTCBa95jz9u/knsgkbDe7ej88BSC2sSoXr8s/iBzvt2KzeYEBZJO5LBq6RGefXMcUdFBDPzkQTrcM4nk+I2IOontL3yHPbfQYxxBEgmMi1KdIyq6kffNY6jQBm55EfU6jMEBPh83Zfk21tz4GrbcQhRFwRwVxvCfnypx+N3+73oKjqVybM5KRKMBxekkoHkEoxe+5vHgsWbns2LSszhLNW7PO5xMyrJttJo6yuf2a5Sfq6b1pFW7cBb/vZ+8HAudukUy4YrOhIVXf0tLzeHXAu1uv4S97/7m4fAlvUSHeyZVeLzcIydJXb3Tw/nJVjuHZy2m38z/Vbri1l5QzOGvF3Ji7loMoYG0v+NSmo7uVebqtrjIxuxZW0uyEACcDhmLU+bHL7fwyLMuhxPSqYVrUxTQBfqx8YGP3FawktlIr5dv8ZqbH9M8hOBQP3KyPEM3oiTQrVfVxc4URaHg2CkUWSGwVdNqqVjNPZzM8sufwnHOZ88/msLCkQ8TN3UkJ+auRbE7aXbpAMatnoklLRu/pmGEdI0jd+8JsnIKCOncssS247+uUp3HUWhh78zfNIfvI6wWOxvWHCfpeDZRMUEMGNoSs//5/58JgkDv/rH07h9bA1a6ozn8WsA/JpzR8a+yaurLZxQfBXT+JoZ9P4NGrSoex0v4fqnXla7ilLHnFSGFV9zh23IL+Lv3XRSdyixxxClLttDuzkvp++adXu87uPc0OknEjvsKW1Fg3y51ffZ2t07AGNqI7c98Q/7xVAKaR9Djuem0nDKsTBuffGkM/3f/POz2/+KikiQwanw7IqLKlj44H+mbD7DqupcpOpkJgkuJdOh3TxA5pGuVxi3Nvvd+x6kifOYoLObwVwtL9H8SflrOyUWbmbT3azK3HeaXmKvPPCQUDEEBDP/5KSIGd8GSketV59+akedT2y9U0k7l8+ITC7FZnVgtDoxGHb/9sIMnXx5DsxYhtW2eVzSHX0tEDunKVSd+JnvvcZAVQrq0rHTBUfqWg17PCaKAMaxyjm/3W79SmJzu9ibiKLRw4OO/aHfbBILaNlO9T6f3/jlEyfu5FlcMocUVQypkY0TTRsz8+kri5+5lx5ZkgkP8uGhCe3r0UQ81lZei1CwWX/Qo9vz/UhgLT6SxdPwMJu7+yuvmbmXI3nNcVR4DBbeWlYpTxp5fxI7nv+VQKf0fR4GFJeNnMPnALCKGdEEyGTwydASdRNSo6o8TXwh8/t46CvKsJXkXVqsDrPDRW6t57cPLa9e4MtCydGoRQRQJ7RJHaLdWVaouNYZ6V28M69220mMfm71CVY9dccpuDUZK075ThGolriSJ9B1UuT2KsggINHLVtJ688v5lPPb8aHr2bVbl0MvBz+fjVKmUle0O9n84t0pjlyasZ5vzqmaexWmxcey3VcgqbwSy3cHBLxYQMbgLjfu0R/I7561OdL1Fdvu/6z3uO5f846mkrduDNUe914CGq8jv+JFM1fTKzNOFpJ2qfCFldaM5/AZAu1snqKY5igYdfV6/o9LjllWB6vUcoNNL3PPYUAxGCf2Z1b7RpCMs3My1N/WqtD01SfbuY8gqxWGyzUHWrgSfztXxvisQjeXXEFKciuobgWy1k7PvBIIgMGbhq3R5/FrMTRtjCA6gxeShXLb5E69vJpb0HOKHPcDcTjex9JInmdN0Cpse/VS18vdCx+FwepVJEkShWpIFfIXm8OswiqJweNZifmt9Pd+Zx/Fn11tJnLfe47rIYd1of9dlSH4GBElCkCQkk4FOD00hYlDnSs/fZvpY91XiGQRBoPmksot3OndvypufTmLSNd0YOa4tN93dn1c/uIzARufPv68LhPVorSqLIBp0PlecDGwRycVL36RR+2aufsJnwnBqjdp1ZhNNR/dSfUBIfkYa923v+rvRQI9npnF18hyuy/qLEXOeKbMpztJLnuT0hv04i23YcwtxWmwc/GQee9/9zXcftIEQFOJHSJh6y1CjUUfT6KrtHVUnPpFHFgThYuA9QAK+VBTltVLnpwNvAifPHPpQUZQvyxpTk0eGnS//wK7XfvZonjHoi4dpda1npkX23uOc+HMtAgLNJw2qsryCo9jKwhEPkbPvuJvmfc+XbqLzg1OqNHZdp/h0Nr+3neYhQ6AL8GPSnq/OKx9RURRZZuVVL5C8aJMrNi8KCKKAooDebERRXFXI3Z6+gdbTRjO3481u+wsIAoaQAK489N15dfpLk7U7gQUD7sVR5CnlbGoSzLWpv1f149ULMk4XsGzhQRITsomNC+Gice1o3EQ9BffAnjTefnE5DruMLCsIooBeL/K/R4bSvYr7R1WlWvXwBUGQgEPAaCAZ2AxcqyjKvnOumQ70VhTlnvKOe6E7fHthMT83maxaoOUXGcrVyXNqRFVSdjhJ/Hs9SfP/xRgSSOvpYwntElft89YFsnYeZfUNr5J7OBlBEAhoHsGQb58g/Mwq2pck/LyCdbe/raqf32raGJqO6kn0mF74RYQCkLnjCGtveZOcPccBCOvVlsFfP0pw+4qn+iXOW8/qG17DnudZBwEw3bkMxSmTumonjkILEYM7V/ihUtc5ciCdN55bhsMh43TI6HQikk7ksecuonV79QrplKRc4ufu5cSxLJrGBDF+Uieax4XWsOWeVLcefl/giKIoCWcmmw1cDuwr8y6NMsnZdwJRL+FUUQewZudjycjFr0n1p3+JOqlS2TMNgdBurZi460uKTmWiyDL+0WVLI1SFg18s8NosJeGn5XR7cmqJsweXFMTlWz/Dmp2PIAoYgipfDBbSqYXXSueAlpGcXr+X5ROfLpGSlm0Ouj1zA92eqB7tpuqkuMjGto3JFBfb6dg1kqYxQSiKwmcz12K1/LcR7nDIOBwyn81cxxufXK6aBNC0WRC33lf5NqK1gS8cfjSQdM7PyUA/lesmC4IwFNfbwIOKoiSVvkAQhNuB2wFiY2u+KKE6sWTksv/jv0hZuhVzdBgd772izPi6KTxYNRPjLPpA9Riihu8xR4VV+xze8ubBFe458Ok8+r1zt8e58vbXLYvAuKZEj+1NUvxGlHM2HEW9jq5PXseS8U/gyHdfeex66UdCu7ai2Xi1/+p1k51bT/LhG6sQBAHZqYAA/Qe34NIpXVSL9wCys4rITC/0Gtqpb/giJqC2X106TjQPaKEoSldgGfCt5y2gKMrniqL0VhSld3h49a2mapqCpNPM7XQzu1/7mdPr9nD819UsHvsYe9/zHhsNbBFJaI/WHtkwolFPiyuHlnQ/0mgYxF0zwrsiqayQfzSl5EdFlpHV8varQOO+7aFUQo4CJP21DpwquvpFFva8NcenNlQnhQVWPnxjVUmhlN3u0qPftO4E2zYmlqXQ0aD6AfvC4ScD51bgxAAp516gKEqmoihng9FfAHUqN8+alcfhbxax/+O/yDty8vw3VJCtM77AmpX3nwa8ouAssrJ1xpdYMnO93jfy9+cJaheDLsAPXYAfktlIeL8ODPz4AZ/bWJ+x2Zwc2n+aEwlZFWqaUpdoe8t4TE08BeLAlX0TMaQLlsxcVl3/Ct+Zx/GtcSzzBtxDRhlFd+XFabOz+/XZHp3KFLuD5MWbVTdzAYpOZqger4tsXp+oetxqdbD+n2OENVbXsWncxL9GNG5qCl+EdDYDbQRBaIkrC+cawC24JwhClKIoZ2vqLwMqJwlZDRz7dRVrpr+GIIoossLmRz6l7a3j6ffePT57sifN2+BWMXkWQS+RsnQrcdeMdDtuyyvEUVCMX2QoE3d9RfqGfeQnnCKkc8sKN0hp6KxeepgfvtqCKArIskJgIyP3PTG8TmyeVQSd2cRlmz7hjw7T3WL5giii8zfR+saxLBhwL3lHU0pktTM27id+2INctvXTSm3WnqUoOV31+wmuWgxJr3PT+QGXqF155bDrAoUFNhwO9c9YWGjj3seH8drTS3A6Zew2Gb1eQtKJ3Plgw+odUGWHryiKQxCEe4DFuNIyv1YUZa8gCC8AWxRF+Ru4TxCEywAHkAVMr+q8vqAoJYM10193a2oBcPibRUQO60aLyUMrPba9oJhDX8WTOHctDpVMGwABwa3C0pKRy9qb3+Dkkq2ujbiQQPq/fw8tJg+lyYBOqmPY8grZ89YvHP1pOYIo0ubGMXR8YDJ6f79K215fOLAnje+/3IztnMYRVouDV59awsyvJmPyq7mG6L7APyaciTu/4N//vU/Ksq2Aq5HJgA/v49Q/O9yc/VmcxVa2P/8tI35+utLzmsKDvfYhVpwyAa2jyTty0m1PSTIbq63hTnXQvnMT9DoJq9N9X0wUBTp3j6Jl6zBe/3giq5YcJvF4NrEtQhg+tg1BwQ3r/5FP8vCrg5pIy9z99i9se+prVfmAiKFdGf/Pu5Ua15pTwLw+7qJjaujMRq5J/R19gB+KovBn11vJPZTktnEGENqjDUO+9mx/6Ciy8HevO8k/nlryGSSTgaD2zbhkw0deVSYbCm+9sJzd21I8jgsiTL+zP8PH+LZAqiY52yf3bPvE5ROfJvFvz6I7AGNYI6amV03u4Z/rXiZx7lq31pOiUU/MuL4MmfU4mx/7nIQfl+G02okc2pW+795dr9JzFUXh3ZdWsn93qkuyGxBFMPkZeGnmJQ0qbFNWWuYFXWlrzcxTdfZnz1WWPW/9QmFyuldnLxp0rkbj3zyOPsC1gkj9ZwcFJ9I8nD1A1vbDLBh8Hzn7T7gdP/LdUgqTTrt9BqfFRt6Rkxz/bXWl7a8vnExU74SlyLBjS3INW+NbREly65Vb5KXFIeA1HFMRBn3+EFEjeyCZDOiD/JH8DEQM6cKQWY9jaOTPoE8f5Ib8BUy3LeHiZW/VK2cPro3X+2YM54qp3QiPCKBRkIkBw+J44Z0JDcrZn48LWi2z6cge7P/wz5IeqmcRDTpiJlQ+3ezYnJWqDxJBJxLavTXRY/vQ9qaLCYz7Two5e++JkjxnNRzFVrY//x0jZv/36p741zqP2Cq4lBOT5q1v8LrnZYVs0lIalgxweL8OZGw6oHoutEdr1eMVQe/vx+j5r5CfkELuwSQCW0d7bW5TX9HpRMZN7MS4ierh0QuBC3qFHzWyh0sz5Ry9GEEnoW/kj6PQwuzoq/ipyRWsu/OdMldYpRG9CIuJOh2trruIXi/e7ObsAQJbRpbp8JEV0tbscjtkCAlATcVJkMQGVwmpRsvW3vPjTeaqtXWsa3S4+3JV/RxRr6Pnizf7bJ7AuKbEjOvX4Jy9hosL2uELosjYJW/Q7f+uJ6BFJH4RIbS+cQym8CAOfRlP8alMrBm5HP56EX/3ugNrVvlWja1vuhjJS568N9Exp91RZrs+AL8I98ra9ndcik5F3Ew06Glz87hy2VqfGT6mDXqD58PVYJAYNKxlLVhUfQS1a8bAzx5EMhmQzEYkPwOiUU+vV28lYuCFu2KtLmSnzI7NycydvZNVSw9TXKwe+q1vXNAhHXCpCnZ78jq6PXkd4ErTPDbnH7eQjOJwYssu4MCn80quK4uO911B4p9ryd5zHEdB8X+iYy/f7FV0K23VTo8MjHPR+Zvo/PBVbscih3Wj40NXsvetX1EUpSSNtMdzN9K4l2+ad9dl2rQPp3f/WLZtTHI1oAAMRomo6CCGXlT1MEddo820scReNoiTCzchO5xEj+1dI/IaFxqFBVZemrGYrIxCLMUOjCYdP3+zlcdfGF3mW2V94ILO0lFj3e1vc+jLeNVz4QM6csm6D8o1juxwkjT/X5Lm/4shJJA2N44lpLP3VefOV35gxws/qGuaCAKdHpxMnzfvVK0NyDuaQtK8fxFEgdiJg3yu5FiXURSFbRuTWLX0CDabg/5DWjBweCsMKit/DY3y8PnMtWxce8Ijbz8oxI+ZX01G9FYRXUeobvG0BoUpIgRBr0NRiadXZDUl6iSaTxxM84nlK9xodf1odr78o+c4Rj2Dv3iYVteP9npvo1ZN6fTA5HLb1pAQBIFe/WPpVQsNoesjeUdOkrxwE5JRT+zEQdobQikURVF19uBqWp5wKMOremZ9QHP4pWgz/WL2vvObR3s7ndlEh3snVdu8AbERDPnmcdbc9AaCJIKioDhlOj08pUxnr1H/sBTbmfvzTtauTMBhd9K5R1OumtaTiKiqC6GpITudnPhjDVse/4KCxDRXiFGvY+MDHzHgkwdoc+PYapm3PuI8o5KphiAIlY7lWy12tm9OpjDfRtuOTWqt0bnm8EvRqFVTBn72IOtvf8clXHbG8XZ+7GqajvRsAK3IMol/refwNwtxWu3ETR1F3LUjVYuekhdtYvOjn5F7IBFjaCAdH7iSLo9dXZJv3fKq4S7VwvkbcFpsRI/tg39M/V1NaHgiO2Ve+b8lnEzKwWF3OZatG5PYtyuVl9+7hFAvmi6VRZFlVkx+jpOLN5fsSymyE+eZeo9/755J5NCuBLaMUr0/ZdlWDnw6D2tWHs0nDqbNzeNKakcaIrM+3YggqG+nOR1ypVb3B/am8e5LK86MoSAI0K13NHc9PARJqtm8GS2G7wVrVh5J8zcg2+xEj+urqoWuKAqrrnuZpHn/luif6PxNhHSJY9zKt5GM/2XQJMVvZOWU590amkhmI3HXjmTwF49U/weq5xTkWVk8fz/bNiRhMuvpN7g5XXtGExEVWK/UDHdsSeaTt9Zgsbi/QUqSyKhxbbnu1j6VHtuWV0jCzyvI3X+CkC5xtLxmBKmrdvHPNS/gKFAXQBMNLgnkHs9M8zi3ZcaX7P9wbsl3WzIbMUeFcenmTzAGNwy54HNJTcnjqQfmY7d5Fj8KIlw7vRdjL+tYoTGtVgf3Tf8VS7H7v7fBKDF5ancuvrxi45UHLYZfCYyhjWg9bUyZ16T+s8PN2QM4Ci1k7zrK0R+W0faW8SXHNz/yiUf3KmeRlYQfl9Pz+emYmzb27QeoQxSfzmb/h3+SsnQLfk0b0+m+K4gc1q3c9+fnWXj6wQXk51lKVsVHDqTzs7iVkDAzt903kA5d1Jtz1zUO7j3t4ewBnE6ZvTtPqdxRPrL3Hid+6APINjuOQgu6ABNbn/yKJoM6eXX24GpmolZVnnfkJPve+91NasFZZKUwOZ09b86h18u3VNrWusqBvWlem5MbDLoKO3uAHZuTVRVcbVYny+IPVovDL4sLOg+/qhz/fbV6pWuRlaM/LC35WVEUcg949HsBXJuymduPVJuNtU1BYpqrF8Cbc0jfeIDEuWtZOmEGuyugpR4/dx/5uf85+7PIskJmeiHvvrSSUye9y0zXJYJCTKq1A65zlQ+V/HP1C9hyCkoWH44CC5bMXNLW7SnzPl2AH9FjPBeDSfM3qDoq2WonYfaKSttZVykssGEptiN68fgBAZUr5Nu+KRmrRV2YrrjIe9Ob6qLBOXxFUUhds4vD3y4mY+uhap1L0OnU278AwjkqmIIgoA9Sj80qDid+UfVLyrcibHn8C6zZBW51DY4iK9ufmYUlo3xOeuuGRK8baQB2u5NFf9UZxe0yGTC0peoq0mCUGHtZh0qNmX/sFPnHTnkGnmUFW04Bklm9CFA06AjtEkf0xZ5hJEEneQ2VCVLDSXm12Zx8PnMd9930K3/8tEP17ctgkBg5rl2Fx1674ihbNqjr8AsCtO9c82+lDcrhF53KZG6nm1g64Uk23PsBC4c/yPyB92Lz0py5qrS6diSSyfPJr/M30Wb6xW7HOvxvokf1rSCJ+Mc2IaxH/VV1PB9JCzaA7KUXwBkJ4PNhMJbtYGRZIelEdqXsq2mCgv249/FhGE06TH56TCYder1L46V778rJGTgtNq8N7UVJIvaSAej8Tf8dFFzf0e5P38DY5W+5ibSdpfnEQarjSX4G2kxvOFk9X3/4L5vWn8Bhl91W4pJORKcXMRglOnaNrFTo5fefdqjuBwDoDRJXXt+90nZXlgYVw1855XnyjqSgnNP+LXP7Ydbf8Q7Dq6AX7o3wfh1od+sEDn0V7wrtKAq6ABORw7rR8urhbtf2eHYa+QkpJP65DtGgQ5EVzNFhjIl/rV5tOlYUb7pCAgJiOeWbR4xty+xZW910793mEAWaNa8/+eRde0bzwbdT2L09BZvVQceuUQRXIZwT1K4ZOn+TahN0c9Mwhv70f6St3kXCT8tRnDItrx5B09G9yvze+ceE0+vVW9n65FfINjuKU0YX4EdQu2YNpuYjL9fCln9PYLerLEgEuPK67rTvHFmp6lrZKZOVUaR6TpIErrulN1HRQRUet6o0GIdfkJhG5rbDbs4eXDHHE3+uw1FkQWc2ebm78vSb+T9aXDWcoz8sxWm10XLKcKLH9PZYcYl6HcN/eor846lkbT+COboxjfu08/hP57TZSfp7Pdl7TxAYF1Xv+9fGTR3JoS8XelQQK06Z6LGqiQQAJJ/IJie7mNiWoQwf04adW06yf0+qqtPX6UXG1fDmV1UxGnX09lGxmCCKDP7yEVZe86Jrk1VWXLn2Rj2DvngYURSJGt6dqOHuK8rM7YfJPZBEo3YxNO7pKcXR6f7JRI3sweFvFmHNyqPZhAE0nzjIrWlPfSYzvRCdXvLi8AUGDIur9INYlEQCAo0U5Hvu8UmSSNsOtVMN3zD+5QBLei6iQeeWVXAWQRCw5RVVi8MHiBjYqdwCVoEtIglsoR67KzyZzoJB92HNzseRX4wuwI9ND3/C+NUzq9TCrjbp+dItnFqxg8LkdBwFxYgGPYIkMuS7J1S7cmVlFPLOSytJO5WHJIk47E6Gjm7N/U8O58iBdNb/k8D2La4CFlEUCAwycdt9A4mMbvjqoGXR7JIBTFj7PrvfnEPO3uOEdW9Nl8euJrhjC49rrTkFLB33BNm7ExAkV2vP4A7NGbPoNQ+V1dAucfR75+4a+hQ1S3iTABwq/SfAtQoPCKzaQmv8pI78OWeX2yJF0ok0jwulabOaX91DA8rDdxRZ+DlisuprrV9kKFcnz/Ea56wrLB7zGKdWbndvaCEIBHeIZdKer2vPsCritNk58ccaTv2zA3PTxrS5cSwBzT1XOIqi8OR980g9mYcs//e9NBglJl3TjfGT/nuoZmUW4XQ4adwkoMIhMUuxnVXLjrB53Qn8zHpGXNyWHn1iGkxorehUJqeWb0PyMxJ9cR+PB+uyiU9zctEmt5aFokFH04t6Mnr+qzVtbq3yxfvr2Lj2hFus3WCUGD+pE5OuKX/qsBqyrPDLd9tYFn8QnU7E4ZBp0z6c/z06tMoPk7K4IPLwdWYT3Z6Zxs7nv3VLlZTMRvq8fWedd/a2vEJSV+/07F6kKOQfTyXvyEkatY6uHeOqiGTQE3fNSI9m7aVJOJxJZnqhm7MHV87yor/2uTn80DBzpWwpLrLx7CPxZGcUlbS6O7j3NAOGteSmu/tXasy6xLZnvmH3m3MQ9ToEUUBxygyf/TTNJrg+mzU731V1a3PPRpFtDlKWb8eSkYupce2sPmuDm+7qj14vsXZlAqIooCgKYy/twOVXda3y2KIocM30Xlw2pQunTuYRHOJX6921GozDB+j66NX4Nw1jx0vfU5SUQaM20fR86eaSL3tdxmmxqTYzAVc2j71UV66GSFZGodfCl/w8772BK8KSeQfISi/Cfs6rvNXqYP2qBEaNa0tsy/qZImvJyGX55Gc5vWY3gFsa7Iopz9P7tdvQ+RkJat8MUSepdmQT9boLzuHr9BLT7+rPNdN7kZdrITjU7HOlVbO/gVZt60ZhZYNy+ACtrruIVtddVNtmVBhTeDD+0Y3JT/CsthQliZBOLWreqGogK6OQFYsOkXQ8m9i4UEZe3JaQUNdqPbZlKE6Heogx6pwYvSu7IhGLxU7nblEVctIb1hx3c/Zncdhltm9OrpcOX3Y4WTD4PvIOq/fxlS02tjz2GaJOhyLLqgVVAIIoEBinrqlzLhlbDrL/oz8pTM6g6ehetLttAsaQ6hF+qylMfvoyW2Y2FBqcw6+vCILAwM8eYtnlT+EstpUU0UhmI/0/vLdBZEYcPZTO688sw+mUcdhl9uw8xZJ5+3nixTG0bB1GRFQgXXs1Zde2FPeYqkHiqht7ArBx7XG+eH89ggBOp8Lcn3bSq38zbn9gcLl0ynU6L/nqooDOSwppXSc5fiNFpzLL7Jgm2xwlYRzRoEM06t1W+ZLZSI8XpquK/p3Lgc/ns+mhj0uygU6v38O+d3/j0i2fqOpNadQt6nZg+wKj6aieTFjzHs0nDSawdVOix/Vl7KLXaTW1/r2xlEZRFD59Zx1Wi6NEIsFhl7EUO/js3bUl19398BBGjWuL0aRDECA8IoA7HxpM994x5OYU88X767HbnNisTpwOGZvNybaNyaxbmVAuO4Zc1Fq1kEsQBXoPqJ+Z2OXLggAAIABJREFUUJnbj+DIL3/IT7Y5CO7YnEZtYhCNegJbN2XQZw/R6b6y8+utOQVseuAjnEVWOLPP4iy2YcnIZcvjn1fpM2jUDPV/2djACOvRhpG/PVfbZvicjNMF5GSpF6JkpBeSlVFIaGN/dHqJa2/qzTXTe+F0yOj0/znnTWtPqN5vtTpYFn+AIaNandeOkWPbsHVDIseOZGK1OM6s7EUmTe1WbXr01Y1/s3CvhVfeEHU6Jh/8tkLznFq2FVHvmfqsOGUS//63QmNpqFNYYKO4yEZomBmxGqSTNYevUScoHVYWBMHN2QMUF9u95k0XF5WvMYVOL/H4C6PZvT2F7ZuS8DMbGDQijpjY4ErZXRdoedVwNj/yqeo5QSeilNIhkowGYsb3rfhEouhdO6qBpLT6ivw8C6Io4B9QvvTLgjwrn7+3jr07TyFKAkajjmtv7s2g4XE+tUtz+Bo1QuMmAQSHmjmdmu95Lty/XOlqnbpFMv83XUnD8rNIOpFuvcufsiqKAt16RdOtV/1Mcy2NPsCPi5e/xbLLn8aWU+BKx3Q46fXqbRz5djE5+06UrMoFnYQhJIAO90ys8DzRo3shO1S04vUSLaYMrfLnaAgkHM7gyw/Wk5aSjwK0iAvltvsHlimjoCgKrz29hJTkPJxOGRyuVORZH28gINDo0+9pgym80qj7lN601elFdJLI4y+OJq7N+dPWFEXhvVf+Ye+uUyXVi5IkYA4w8NLMSwkO8cNmc/LvqgQ2r0/E5Kdj2Og2dO4eVaUVaOKxLGbP2sbhA6cx+ekZeXFbLp3c2eMNpLZRFIXMrYewFxTTuE879P5+2AuL2fXabI7MWoRsdxA7cTA9np2GOari+jAACbNXsPbWt5DtDhS7E52/CVPjIC7d9DGm8Pr7luQL1q48ypfvr3d7WxUE8A8w8MYnk/D3IrF8cG8ab7+4AquKUmeLVmE8//Z4lbu8U1bhlebwNWqUrIxCli86RPLxbJq1dKVlVqSIyumUWbHoECsXHcJicdCjTzSXXtmF4FAzVquDFx9fSNqp/JIHgtGoY/CoVky7vRIhDFyaPi88vsjtP6PeINGhcwQPPzOqUmPWd3IPJXHwiwUUJafTdFRP4qaOqjbZkvrCqqWHmfXpRmSnpz81GCWmXN+DMZeqy1+vXHyIn77eoqoT5WfW8+lP11TIlgui0rY+c+T7JWx/7lsKE09jjgmnx7PTPOSVGwqhjf2Zcr1nb+DyIkkioye0Z/SE9h7nVsQfJDUl3y2l02p1sGbZEYaPaUNsJRpH//7jTmylQkh2m5MDe9M4kZBF87j6l7dfVYLaNqPvm3fWthl1Bofdyc/fbFV19uAKz5xIyPJ6f2TTRl4br4Q38W0rSS0ts5bZ+8Ef/HvXexQcS0VxyhSeSGPDPR+w5+1fatu0ese6VcdU9ccdDidbvTSiOB+HDpxWbWitKAqH9p+u1JgaDYuTSblei9nApeYaFeM9ht+uUwTBYWaPOhKDUWLStVXT8/GwxaejXSA4iq2cXLQZe0ERTqud5AUbAWh1/UXEThyk2lBCDdnuYPszs3AUuafTOYosbH/+OzrcM9GtEfqFxpGD6SyZd4DMjEI6dIlk9IR2BAV7l6v1KpckCOUqylIjMNBIgYqsgySJZdpSH3FYbBz/5R9SV+3EHBNO25vHqYrcabhj9tfj9LK6B9c+09AyUoZFUWDGi6P56K01HDucgSSJCKLAlBt60rNfM5/aqjn8CnJy8WZWXvX8/7d33uFxVFcffu9sU7cty1Z170XuHeOOC+BCbIcSSkILLSQQCCQkEExIgBAIBAgQIJ9NEpppNs24F4x7k7slW7JlyWq2+mrr/f7YlZC8s6qrZt33efRoy+zM2dndM/eee87vAAJnaVkVsbOMNbuJnTac6Z8uqZVYW/HpbB/9/soUnTrXamWRG8q6b47z3r934bC7kBJSU/JY9/Ux/vj8lXSO0c+XnzitN5ln9/jEQg0GjdETutXLjlnzBujGVzVNMKwOmUEtnbLcAr4Ydy/W7As4i8vQzEYOPv8hk//3GN3m63e/UnjoFB1ObHwEZ1Iv+MwGTWaNR5bMJKKGwUH7yBAe+/Ms8s+XUlxsJyY2vFGSAlRIpw6U5eSzduETOIqsOIpKfZQtnSVlZK7fy5kvtlU8VnD8DMff+tLT8NxadaRo6RiBU0e/HzySwm1JxKoypSX2Cidb/gNyOtyUljp47x3/bRGnzupDtx6RWII84xghPNPiOfMHEFfNlLo6Jl/Rh8um9MRk0rxtCY2Ehpl56IkZmC2Xznhp1yNvUnImB2exZ7bptjtxWW1suvHPPt9bhS+/eGQy7ToEYzJVdakms1FXu8kf7SNDSOjavtEywC6db2wTcPK9db4VQhfhLC7j5HtrSbhqLFtu/SupH21EaBrCIEDTuGLl00RPTATAbbMjpL4ESkTv+Dbr8I8ezMJo1Hzi8dItObD3rN/XmUwGfvv0TPbuSGfX96cJCjFy+bTeDVIq1DTBT+8ex9ULB3P8SDahoRYGDYv1q8nTWjn10UbcDt+0QGHQyFy7hy5Xj28Gq1oPnWPCuefXl/PcE2uqPF5abOeFp9bx/OsLahzlNwUBcfhCiNnAS4ABeEtK+cxFz1uAZcBIIA+4VkqZGohjNyXW7HyPsFlNaBrHXl9J6sebfMrQV1/9O67L+AhjSBCpH29Gsxh191ldqOdSx2DQ/F5Xa4rFGwwao8Z3DbguTlTnMKICnDHRkpAuP983Ce46jFBbE4X5VjauSeZMWj7denRg0ozehEfUP7302y+O4ry4nwWeRijfbTjJnAW164rXmDR4mCKEMACvAnOAgcD1QoiLG4zeBlyQUvYGXgSebehxm4PoywZhDKv+Km0MDaL3jTM4/PInHpGpi5BScnrFVgCcpTafsvdyLu4B25YYkBitm/VgMIh6x+IV1ZMwZ4zuupPb4SRm6jCdVzQuZ1Iv8O3KI2xZl0JpSS0GWXUkNSWP39z9OZ9/mMT2zal89v4BHr7rM06nXqj3PnOyinWn6w67i5zskgZYGzgCMS8dAyRLKU9KKe3A+8D8i7aZD5QrNS0HpotWKL4RP2s07fp3wWDRl5A1hgbRZe544mePwXahWHcb6XBhyysEIGH2aISOJK9mNtLtmssDZ3grw2wxcveDEzGbDRWhE0uQkQ4dQ7jupyOb2bpLk9HP3425Qxha+XdbCE+3uOfvwtK+6WY2bpebV5/fxJLffM0Hy/aw7M0d/PLW5STtzdDdvrCgjKzMQtw6I2vwtLP8YOke7v/Zcu696UPefuV7LuSV8M+/bcZqdVSEDe12F9ZSRxXl1rrSd2BnDAZftxYUZLykGqDEA2cq3U8HxvrbRkrpFEIUAB2B3AAcv8kQmsac9S+w949LSV76La4yO5FDexIU1R5TRAi9bphO3MxRCCGImTKUtE82V8jIVqAJoid52qd1GNyDntdP49QH6yuUDjWLCUtkOImP1K267lJj+JguPPPqfDatOUFebin9B0cz5rLuAetG5HK5OXzgHEWFZfTu18lv5k9bIbx7DNcceoejr31Oxto9hCZ0YuD9P6Lz+KYNQ6xbdYJ9O9Mr2k+WS2m//MwGXnpnESGhnjTl/POl/POFLSQfy8GgaZjMBm64rarYmNPp5unfriLjbEHFfrasT2HP9tPYdKpaATLSC8jKLCQ6NkL3+eqYPW8Am9cm47JW6hVsEISGW1rMzLTB0gpCiMXALCnl7d77NwFjpJS/qLTNIe826d77Kd5t8i7a153AnQBdu3YdmZamL4fbGsg/epqVY+/xZD1UamYSP2s00z9+smI7KSWnPljP0dc+x55fQpd5Exj0q4VtdsG2KTideoG/PrEGu90J0tNIZcxl3bj9F+MbRZJWUXseve9zMtMLfR63BBm56Y4xXD69F2635NF7Pycnq9in2f39j04hcXgcADu3pvGvl7f6aNQYjRpSSr+582HhZh5/7sp6yWWnp11g2Zs7OX44C00TjBjXlZvuGN2kNRuNLa2QDlSuDkgALp5/lW+TLoQwAu0An1pjKeWbwJvg0dIJgG3NRvv+XZm77VV2/+5tzm3cj6ldCAPuXcCgXy2qsp0QolYNvhWBweVy89wTqykqqLq+svP7NLr06MCc+RcvPzUtzjI7acs3kr3tMGHdY+h90xUER7cd+QZ/Mtcul5uSEs9ndmh/JgUXrLrN7j/74ECFwz90IFNXkMzpdPvtnQweTfo3/76FPzw7p1pbTyXncfjAOYJDTIye0JXwiCASunXgd0/P9ISYGlDw11gEwuHvBPoIIXoAZ4HrgBsu2mYFcAvwPbAIWCdbqmpbAGk/oBvTP13S3Ga0ecqsDjRNYLYYObgvE4fdN95rt7n4duWRZnX41qzzfDHuPsryCnEWWzEEmdn35DKu+OLPxEwObIl9S2XwsFi2bjiJ+6KPSNMEAxNjADh31isjrMO5jB9mBxERQRiMGi6dxAghhF85BE+h33mKC22ERfjq2XvWGTZzYM9ZXE43BqPGe+/s4ucPTmTUOE92WEudKTbY4Xtj8vcBq/CkZb4jpTwkhFgC7JJSrgDeBt4VQiTjGdm32AC12+Ui+f9WcfT1lbisNrotvJxBv1rU6ps0Xwpkni1g05pkCi6UkTg8jtETulZboHIqOY9/v7aNM2kXEMCAxBgSh8f5/aGXFAc+G6QubLv/FUrO5lak5Jan9K5b9Eeuy1yO1kp77taFBdcOZc/2M5RZHRVO32wxMGREfEWD+Zj4CAwGDYfD15HHxP0Qe798ei+++uwwF0frjSYNTYiKdQI9hBA4/KRGr//2BAf2nK2ovnZ5U1rfeGEL/d9aqHuRaCkEJA9fSvkV8NVFjz1e6XYZsDgQx2pMpJSsW/hHMtfsqdC3KUzJIHnZaubveUM5/WZk05pklr25A5fLjdsl2bXtNCuWJ/H4s7MJDvHVG8rJKuLPj62qIolwaH8maSfP6474AHrVQpO/sZBScvqz73TrL9x2J9lbDxHjXey/lOkUHcaSF67i0/cPcHBfBsEhZmZc2Y/ps/tWbDNoaCwRHYKx68TwF1w7pNK+wrn13nG88+o2T2hFStxumDq7D+tXnajWjg4dg2nfQT/uvvbr47pSxghPaHDqrL6+z7UQVKVtJbK2JJG5dk8VMTO3zYH13HkO/+NThj9+czNa13YpLrSx7M0dVWWPy5xknyvi8w+TdFM1l/9nn8+PUkooLrYjL86cwhMyWHxz/WWbG4yUuP0VPwlw2Zp39tGUdIoO585f+tfv0TTBY0/P/CFLx6BhMhm44dZRFfH7ciZM7snQkfHs23UWp8NF4oh4IjuGcPxwNmmnLuh+F8wWA7feO95v05wyq591BqfE6ue5loJy+JU4+81OH+VK8Dj9tI83KYffTOzbna67+OV0uNm64aSuw9+z44zPY4DuD9z7DCaTAbfL3SzxV6FpxEwawrmNB3zkO6TTRecJzV+l2ZJoHxnCb/80k8J8K6WlDjpHh/n93ELDLD69Ye/7zWSe/t0qrKV2j0AfoAnB8LEJXHPdUOK7+O/eNXRkPBtXn/DJ8jEYBYOGxDb4vTUmyuFXwhgWhGY06mqK1FRhq2g8/DWWAHwyNQAK8q26uvjVHsMNTzz0FRaLkQXXJjJz7oAmb8w97h/38+Vlv8BltXu+g0JgCDYz5qX7MIXW7/tXfDqLwy99Qs7Oo7Tv35VBv1pI+4HdA2t4MxLRPrheGjWdosN4/o1rOLD7LFmZRcR1aUfisNhaXeznLk5kx3dpWEvtFU7fYjEwdFRCi2+Ioxx+JXpeN439T/0HLpqVGUOD6H/XvOYxSkHiiDjdrAyDQTBqgq9mjsvpxmDQcPqJ1fvD5XRT6rSz/L/7MJoMTJ/Tr94214cOg7qz4MBbHHpxOVmbkwjrHsOgBxcTXc/Rfe6e43wz9UFcZQ7cDic53x8m5X9rmfrB43S5alxAbM6/YOX9f+9m93ZPg5nhY7pw/c9G0iGy9m0rmwujUauX3nxkxxCe+vvVfLE8iX27zhIcYmLGlf2YPKN3I1gZWFRP24s4+voKdjz4T6TbjdvpwhhkIeHqcUz532O10rhXNA4rlx9kxUcHPJkV0tNXNizMzJMvXOVT1CKl5Dd3f0b2OX15i9oQHmHhH0sXN/koP5B8PuJOzu9L8XncEhXhyfqpZaMef1itDn577+cUFJRVzMI0TRAeYeEvr8z327S7ubFaHezaepqiwjL6DOhE736dWvXnfDGqp20d6H/XPBLmjOXUhxtwlpaRMGcsUaP7XVJfiNbI3EWD6TugE2u+OkZhfhlDRsYxZWZfXacihOC2X0zgb0vW4nS4cbslQtSobF2FokIbS1/fzsKfDGuQgmJzYcsvJv9Qqu5zLpuD8/tTiBrRsGySLetSKCmxVwm5ud2ehcvNa5OZ3cxFbHocPZTFi39ah5SeXrRGo4EefTry68enB0y2oyWjHL4OYd2iSXz42uY2Q3ER/QZF029Q7Vru9R8UzZIXruKbzw+TdvICXbq1J7JTKF9+fAi3lLicbozG6sM+m9amcGBPBk+/dLVu6mdLxhOL9jNIcUs0U8N/+keSzummJ9ptLg7tz2xxDt9ud/H3p9dTVknrxuVyknI8lxUfJbHoJ8MozLfy3r93s/P700i3JHF4HDfcNkpXa+nC+VJWf3GU44ez6Rwbzqy5A1QMX6FoLmLj2/Gze6o27pg4tSffb0rFWupgyIg4VnyUxPEj2RXiWpVxOd0UFZSxcU0Ks+cNaCqzA4IpPIRO4waQ9d1BHwE/S2Q4HQb3aPAxIqNC0TThs3CuaYLIqNAG7z/QHNyXoTvLc9hdbPz2BPMWDebJ33zNhbzSisXYfbvSOX4km2demVdlcTjjTAFLHvkah8OF0+Em+XguO7emcdt94xl3ecPPbWOhgtKKNkWn6HDmLU7k2ltGMCAxhvsfncygIbF+tVXsdhcHdqc3rZEBYuLbD2OJDMcY4glJGYLMGMOCmfL+HwISopw2q69u5y+jUWP6lU274F0brCUOv1XWVquD7VvSKCq0VUm3lBLsNidrvjpWZfulb2zHanVUDBSkW2K3ufj3q9uqreBtbtQIX9GmCQ4x8+AfpvH2K9+zeW2yzwhQCIho1zgpuXk5Jaz9+hhpp87TtXskM67sR8dOgRsZR/SOZ9GJd0l+dzW5u47Rrl9X+t46O2BibHFd2nHrfeN559Xv0TQNkLhdklvuGkvX7h38vk5KydGDWWxel4LD7mLMZd0YMbYLhkauf+g/ONqvBo/T4WLH1jRdsTWHw83hpHP8yHvf5XJz7HC2brMTIQQpx3IY4NX9aWkoh69oU6Qcz+Wz9/dzOvUCnaLDmLc4kSEj4pk1tz/bNp3yGZ2ZzAamzQl8qXzK8RyefXwNLqcbp9PN0aQs1n59jN/8cQa9+3cK2HHM7cIYeN81AdvfxYyf1IPhoxM4fOAcUkoGDo0lOFi/QVA57765gy3rTmLzylPv332WHr078vAfZzRqr+COnUIZNiqeXd/7FuVJCRln8nXXdYSAqE4/NIER3j+9uYJEYmjB/Y5brmUKRYBJ2pvBM7//lgN7Msg/b+XEkRz+8exG1q86TkK3Dtxw2yhMJgOWICMWiwGTSWP+tUPoO6BzQO2QUvLm37/DVuascC5OpxtbmZPXX9ziN+zQUgkKNjFibBdGjutao7NPOZ7L5nUp2GzOCo9pK3Ny8kQu3633TSENNP0GRet2pQKPNLNeRbfJbOCKq/tX3NcMGkNGxqOXpW0wai2mu5UeaoSvaFW4XZ40y+pUMvWQUrLsje0+I3i7zcX7/97NZVN7MXVWX0aO68q+XelIt2ToyHjaN0IB0fncUvJyS3WfK7hgJTe7mE7Rl6ZQ347v0nSroO02F1vWpTD5ij6NevxOncMwmQ1VulKV07FTKAtvGMY/X9hMeYaT2+XmhltH+TjxW34+hicfzsNqdWArc3oUODXBvQ9NavTQVENQDl/RKigqLGPZGzvYvf0Mbpebbj07cstdY+hZS4XLkiI75/04WYTgTOoFevWNIqJdEJOmN27FZHXrpRIu6ZqP6mYvTTGxGTIynqAgE7YyZ5XjmS0G5i5KZNjoBP6x9MccPXgOl9NN/8QY3VlLZFQoz742n+83nSL5aA6dYsKZNKM3kR1bdoWxcviKFo/T6eapR74hN7u4IoMiNSWPZ36/mj/+7UriEmpuB2myGHRjrgBut5uQ0OpDEYEkMiqUTp3DyEgv8HmuY1RIQBdum4LiIhsb1yRz8ngusfERTJ3V1+97GHNZN9av8pUXNlsMTJzWq1HsO344m68+PUT2uSJ69Y3i9vsn8N+3d3I+pwTN4GmQMv/aIYy5zNN31mz26O/XRFCwiamz+rZoOeSLUQ5f0eLZtyudggtWH3VCh8PFF8sPcuev/EvplmOxGBkyIo4Du89W2Y8QENU5jNj4pu0h/PMHLuMvv/8Wl9ONw+HGZNIwGDV+/sDEVjXCP3e20JOPbndht7swGjW+XXmUB34/VTdTpVffKMZP6sG2TameOD6efrVde3Rg4tSePts3lM1rPX0Uyi8wmWcL2f5dGo8smYHFYqSk2E63npEE1bD2cKmgHL6ixZOanEeZTrqc2y1JOZ5b4+szzxbw4dK93kwSj+ialBKzxYjZYuSXv53SCFZXT/deHXn2tQVs/PYEaafO06V7B6bO7NMoawaNyVuvbKW0xF4RHnF6s47++bfN/OWVeez8/jR52SXEdWlHbnYx3286hRAwfkoPSops2O0uBgyOZtzlPeq8LlMTdruLd/+1s8pswu2W2MqcLHtjB0/+7aqAHq81oBy+osUT1TkMs8WgW8YfFV19+CP7XBFPPvQ1ZWWOCqdkMGp0jArlxzcPZ8SYLvVyNOdzSzh+JJuQUDMDh8TWK52wfYdg5l/bertYlVkdnDyeqxt7t5Y6eOD2TwBPFs7FWkbZmcVEtLNQXGzn2MEslv93HwMTY/j5AxMJCw9Mi8DU5Dy/TcRPn7qA3ebEbGlbLrBtvVtFq2TsxG68/3+7Ad+471XXVC8dvOLDJGw2RxVn43K6KSwoI6J9cL2yfd791042rT7hzbcWGI2CB/8wvUWn4zUG1a2xXpwNdfFFwW53kZtTdRH90IFzPL9kLX/865UBsc9kNuj2SwBPKM/fxeBSpuXmDykUXoJDzDyy5AraRwYTFGwkOMSExWLk+p+NYmANHYYOJ52raIZdGYfdxYkj2XW2ZfPaFDavTcbhcFNmdVJmdVBcZOf5P67BVubg4L4M3nn1e5a+sZ3kozl13n9rIjjYFFCxMJfTTcbpfFJT8gKyv249IwkJ9RW90wyCoSMTAh5Cag2oEb6iVdCjd0defGshp5LzsNuc9OwbhaUW0/HwdkHk5ZT4PG40aYS382jMlJbYWbE8ie83nMItJWMu68aCa4cg3ZK9O9NxuyVDRyUQ2TGErz8/rBtacrnd/OX3q8lIL6gIYWxZl8LkGX248Y7RDT8BdcRW5uD7TadIPXmemLh2TJzaM2Chksrcdt94/vTbVRUiYppBoGmeP91G3zUgNI2szCK69+rYYNs0TXD/o5N59vE1uN1u7DYXliAjYeEWbrl7LADJx3LYtukULrdkzIRu9B8c3aoWzeuKaoCiuKT5ftMp3nl1G3Zb1UVfS5CRv7+9EKPJwOMPfEFOdnGFEJbBqGEJMuKwOdE0DYlEumH+tYmsWnmUogLfvseaQaAJ4VOWb7YYeOTJK+jeK5IzafkEBRuJiYtoVKeSk1XEkt98g83mxFbmxGw2YDBqPLLkCnr0brgjvZj8C1bWfn2MlGO5xCVEMOmK3vzpkVUVWTh1wWwx8Pu/zA7ozKGk2M62zafIzSqmW69IRo3risGo8Z9/7WTT2uSKnrYWs5FhoxO468GJrTrcoxqgKNos4y7vzskTuaz/5gSaQSCEQAC//N0UQkLNbFmfwvm80iryyC6nm9Jiu/feD4+v+CiJ7r06UlxY5hOTlm6JU2fw5LC7+Ph/+ziVnIeUErdbEhkVyv2PTq62UXZD+NfL31NUZKto2G63u8Du4pXnNvL8G9fU6WJTVFhGbnYJUZ1D/TaCad8hmIU3DKvy2PW3juR/7+zyGeULzdMsXOKpZa2cIms0anTt3iHgmvKhYWafdpXHD2ezaW1yFftsNif7dqWzb2d6vVoftgaUw1dc0ggh+Mlto5k9byBHDp4jONhE4oj4iu5GSXsydBUS9bDbXQQFGzGbjVVGryazAbPZQEnFReIHpISjB6uuI5zLKOTPv/uWF976Ua3CUnXBWmon+WhOhbOvTFFBGRnpBbW60DgcLt559Xt2fJeGEAKXy83w0Qnc/evLMdUi9j11Vl+iY8P58pND5GQX06tPFKMndCP9dD6aJhgxpgufvr+fnVvTKi6evfpG8cvfTa3ze64P3204qStjbCtzsmlNsnL4CkVr4cTRbLZuOInTKRk9oSuDh8XRsVMoE6f6VnKGtwvSbeKhi/Q4hMf+Mov3/283J47mEBRkZMqsvnSMCuG9d3b7hDGE3r6lx6Hu3Jqma1NDcLmk30ZXQhO6jV70WPbGdrZvTq0yAt+97QxLfvMVT704t1b7GDgk1mdRvdyRLntju0ezqNKpOZWSx9kz+QEXq9PD6XT5TTNyOFuunn1DUQ5fcUnx37d2smH1CU9cVsL2LakM9DY60XREraZc0ZsN357AXcumFWdP5xMTH8EjS66o8rjT4RH/OpOaX6WCVEqpu3hpK3OSk1X/Juv+CAu3EBsXQfrpfJ/njEYDCd1qHt1bS+1s3XDKp7IZ4PSpfPbsOMOIMfUfAV84X8rGNck+Fx+7zcV77+ziiQClZVbHmAnd2bn1tM/szmIxMmFS4Ct+WwoqLVNxyZB8LIcNq09gt7kqRo62MieHD5xjx9Y03dckdOvATy6SRTb0ytlmAAAZMElEQVQahd9Se5vNqSvjazQZ+O2fZnLTnWMYOCSGISPiuOP+CQwZEacrlhYUZCSha+PE8H927zgsQUY0rwyw0ARms4Fb7x1XKyXH/AvWanPsP1i6h88/OMCRpHP1knJOOZaLyagfFkpNOV/n/dWHxBFx9B8UjSXohzGv2WKgS/f2jJ3YrUlsaA7UCF9xybBt0yld6V2bzcmmNSl+e43qySIv/ed29uz0bW3osLvZu/Ms02b7tvAzmgxcPr0Xl0//IUwTHRvOgT0ZVUb5miYIi7AwvJ6j5IwzBWxcfYL8C1YSh8cxZmL3ijUJgN79OvHUi1fzzeeHOZWcR2x8BLPnD6z1YmhkVKjuGkA5584W8un7+zFbjHTvFclDT8yocvyaCI+wIP1cUoJDmkbTRtMEv/rdFLZ/l8bmtSm4XG4um9KTCZMDL/HQklAOX3HJ4HK5/Urs+mttV87FssjtIoMRmvBxfEJ4HFZt6dojkgd/P41/v7aNvJwSJDAgMZo7fjGhXnIMm9Z4xMBcTk9fgL0701m5/CCPPzeH0LAfioyiY8O55a6xdd4/eMIaQ0fFs3eH/16+UpY3Lsnjy08Ocs11Q2u9/z4DOhMcYqbsIk16k9nQpMqTmkFj/KQejJ9U/6bjbpebLRtOsv6b49jtLsZM6MYVV/fXLfhqCaiQjuKSYfSEblWm6OWYLQYum1K3uOyUmX0w6Thkk9nAtDo6pQGJMTz72nz+/s5CXnv3xzz8xIx6iaQVF9lY9uYOHHZXxUKwrcxJbnYxn72/v877q457HppERHv9NMzKOOwuNn6bXKd9a5rgoSemE9E+iKBgIxaLEbPZwMDEGK65rvVoC0kpefnZjbz75g5OnsgjPS2flcuTePzBLykt8c3Yagkoh6+4ZBiQGMOQEfFVnL7FYqRLtw6Mn1y3UVz3Xh1Z+JNhmEwaZosn7dJk0pi3eEi9es4KIQiPCGqQDO/+3Wcx6BQEOZ1utm1Orfd+9TCbDTz/+gLmLhpMh47BBIcYdVv6AfUqsEro2p6/v72Qex6axI13jOaJv87hwT9Ma1XhlGOHszl84FyVcJ3D4Sb/vJU1Xx1rRsv8o0I6iksGIQT3PHQ5e7afYdOaZJxOF+Mn9WT8pO71ciSz5w9kzMTu7NuZjpSSYaMSmqU5SZnVQVZmEaXFtmqauNSvYj4nq5i9Oz1NvYeP7kKn6B+adVuCTCy6cTiLbhxOTlYxv73vc9wXCRMJTZA4PK5exzYYNIaOrLnRSG3Iyynh8IFzBAUbGTIyPuD1DXrs35WuW8NRnnI7b3Fio9tQV5TDV1xSaJpg1PiujBrfNSD7i+wYwrTZzdPRSErJ8v/s5duVR9EMGk6HS3ctwmAQtXq/NpsnFbR9h2DCwi2s/CiJzz9MKj8aHy7dy9zFg5n/Y9+wSqfoMKbM7MvGNScqRrSaQRAUZGTRjcN8tm8qpJS89+/drPv6eEUltZSSXzwyud4XonIK863YbE46dgrTlVqwBBkxGIRu+qpeaNEfZ1IvkJNdTHyX9kTHNm4vY+XwFYoWylefHuLbL456K0K9TlYTlFcMSekJvYSGmVl4g/9FUyklH/93H6tWHEEzePR+evTpyKnjuTidVZ3VFx8fZNDQWHr38w1b/eT2UfQZ0IlVK45QVFjGoGGxzF2Y2KwtGXd8l8aGVSdwOFzg+OHxl5/ZwIv/WkhYHRbYy8nLKeGfL2zmlFdPPzjYxE/vHudTfTt+Ug+++PgQLlfVzDCLxVCrQUJRYRkvPLWO9LR8DEYNp9PNoCEx3PvwpEbT6VcOX6FogUgp+fKTQz5FW263xGjUGDIijrIyJ0NGxDH5ij7VZoV8+ekhVq08UkVK4MRhfelmh93FhlUndB2+EIKxE7szdmL3+r2pRmDVyiN+1xC2f5fqo6FTE06Hi6ce/YaCC9aKMJnd5uKff9vMI09dUeW8RMdG8OObh/Phsr24XRK3243JbGDoqAS/KcCVeeW5TaSdvOCZtXk/m0P7M/nv27v42T3j6mR3bWmQwxdCRAIfAN2BVODHUsoLOtu5gPK542kp5byGHFehqA9Oh4t9u8+Sl11C1x4dWrQUrtPp9pvpYTIbmDanX61CFlJKvvzY98Lhf3soLrYBeLX+bbSPDKlXCmlToKdcCp4LV3Ghrc7727szHWup3WdNxO5wseLDJB78w7Qqj8+8egDDRiWwfUsqdpuLYaPj6dknqsbvVV5OCSnHcn1CdA6Hm+82nOTGO0bXSrOorjR0hP8osFZK+YwQ4lHv/Ud0trNKKZsv0Kdo82SeLeDPj32L3ebE6XRjNGhEx4bz6J9mtsicaaPRo9dfmO/r0JwON3EJtWu6brd5mrTUFovFSOLwON54cQs7t6YhNIHRqHHNdUOZOXdArffTFBQWlNGuQzA5WcU+9Rdmi5G+A+uuyZN5tlBfTE96ZDX06BwTztxFdVugzb9QitGkeUJRFx9KSqylDkztAu/wG3rZng8s9d5eCixo4P4UioAjpeTFp9dTWFBGmdWJ0+GmrMzJ2TMFLHtjR3Obp4sQggXXDsFsqfqjN5kNDBkRV+u4udlirPUFzWjU6Ng5lN3bz7BzaxoOh6dpSGmJg/eX7uGlP6/n5Ikfmsanp13gk/f2sfw/ezmVHJguVbVl3850fn3HJ6Qm5/k4e5PJUDGDqysxcRF+F1xju9TuIlsb4hLa+fROKCckxNwozWqg4SP8aCllJoCUMlMI4e+SGiSE2AU4gWeklJ818LgKRa05k5ZP/nmrjzqi0+lm59Y0br+/flWvjc2gobFMm92XjauTcTk9VcTjJ3XnpjvG1HofQgjmLR7M8v/u92kCU3U7mDN/AKMnduepR77BcZGwmcvpZs+OdA7uz2ToyHhi4sL5ZsVRr12SVSuPMH5SD352z7hGD5NZS+28+vwmXXljS5CRmXMHMG9xYr3sGDEmgf8Gm7DZXFWqrM0WQ0DTLINDzMy8uj+rvzxaJdxmthhYfNPwRmvAUqPDF0KsAWJ0nnqsDsfpKqXMEEL0BNYJIZKklD4KVEKIO4E7Abp2DUxanUJRWmL3+wNyuyUup6tFOfxzZwt5+dmN5Jwrqkg1XHzzcCZf0ade+eUz5w7AbnPxxccHsVeq0i2nvBn8guuGsm9XOkajpqtJBJ4FzH07z+KWblyVMnzsNhfbNqcyYmwXho1KqLONdWHPjnS/zjw8wsKin9Q/emw0eTpuvfa3zZw5dR5N8xTe3XzX2IDLNi++aTgR7YL48tNDFOaXEdU5jEU3DmV8I6p11vjtkVLO8PecECJLCBHrHd3HArpdoaWUGd7/J4UQG4DhgI/Dl1K+CbwJnhaHtXoHCkUNdO8ZicvP9Dk6NhxLUOAFu7IyiziS5CkEGjYqQbfCtrjQRlGR54devkBntzn502+/objIViVU8dG7e+nWI5J+g+oephBCMHdxIrMXDCQvp5jVXxxj09pkkJ40zzkLBjLPm3sfHRvuN9RQjl7cGTwyDxtXJze6wy+zOvyKu9W2mU11dIoO44nn5nDhfCk2q5POMWG60toNRQjB7PkDmT1/IFLKJkkgaGhIZwVwC/CM9//nF28ghOgAlEopbUKIKOAy4LkGHlehqDVBwSauuWEon763v+r02WzgpjtrDo+4vZkUtfnRSylZ9sYONq9LQQiPQ5VuuO+RSQwZ4akqLS2x8+ZL35G0NwOjd5/zrxvCnPkD2bXtNHa7yycubbe5WLn8YL0cfjkmk4GYuHbcdOcYrv3pSIqLbEREWKpUIcfGt8NsNvgd4deEraz2C8T1ZdDQWN2KY02DIQGq3AXoUA+9o/rSVNliDXX4zwAfCiFuA04DiwGEEKOAu6SUtwMDgDeEEG48i8TPSCkPN/C4CkWduHLBIDrHhLPyoyTO55bStUcHfnTDUHr19a+Lk5NVxNLXd3BofyYAA4fEcPPPx1ZbDbltUyrfrT/p4zD/8exGXnxrIWHhFl58ej0nj+fidLormoB8+t5+wsIsnEzO8ztKPZdRWNe37Rez2UBkR1+Hdio5D7u9+lFyuc6+2+UbGmqsHP3KI+CYuAgmTu3J1g2nKnLwDQZPD4MfXV971c62SIMcvpQyD5iu8/gu4Hbv7a1AyxOVULQ5Ro3ryqhxtVsbKim28eTDX1NcbK8IHxzan8mS33zFs68u8FvBWV0h0I7v0ug7sDOpyXk+YRO7zcVH/9lbqXm6L126d6iV7Q3hxJFsvxLT4MnkCQu3EBUdxulT5ytmTGazgZjYCMZPDlz8WUrJ2q+PseKjgxRcsBIZFcI11w9l0vTe3HLXWPoO7MzqL45SXGQjcXgcVy8cTGRU81X9tgZUpa1CocPG1cnYypxVYsVSgs3mYsPqE1y9cLDu64qL9It9HHYXxUU2zmUUertO+YZM9HLuKzNnwcDav4F6EhZhwWjQdHvfGowaM+cOYM6CgYSEmtm8NplNa5JxuSQTJvdg6uy+dWqEUhMrPkryLDR7Lyrnc0t5980d2KxOrri6PxMm92RCAC8wbYGWk5qgULQgjh/J1k37c9hdHDusm5sAeOLL5SGPypgtRvoN7ExsfESNzVj00DRBylF9OYRAMnJsF/R6MpotBm75+RiuvWUEEe2CMBo1ps7qyxN/vZIlL1zF7PkDA6pQabc5dSuE7TYXn7y3v17nUKEcvkKhS3RsOAYdx60ZRJUYfk5WMUcPZVHoLfGftziRoCBjFZ9pMhvo2SeKvgM7E9+lPT36dMRoqvrTM5k13eOV43ZLNq6tW6OR+mAJMvHrP0wjJMREULAJS5ARk8nAhMk9mTSjd5VtC/KtfLPiMB8s3cO+nekVi9uBICuzCOHHOzmdLi7klQbsWLUlN7uYpL0ZZGUGbi2lqVEhHYVCh2mz+7Lum+M+SohGo8b0OX0pKbbzynMbOXEkB6PJI108fnJPfnr3WJ7821V8/L99JO3JwBJkZMrMPlx5zaCKRccHHpvKv17e6mloYtDQhGDB9UPIOFPA5rUpfrXtXc6myVTuO7AzLy9dTNKeDEpL7PQb1JlO0VUXqvfvPssrz21ESs+sZ93Xx4iOi+B3T89sUJOXctq1D/KbHirdktBGqkTVw25z8trfNnNwb6bns3a66d2vE/c/OrlFynJUh3L4CoUO0bER3PvQJF5/cQtSggAQcOcvLyM2vh3PPr6a44ezcTrdFXnp2zadIjzCwo9vHsHdD17ud9/BIWbuf3QKJcU2iotsdIwKxWgyYLU6SDmWS7qOZovRpDF+UvfGebM6mEwGHzngcmw2J6/+dVOVcItHqiKfT9/fz/U/G9Xg40e0D2bQkFgO7c+s4vhNJo1R47sRHICLSm1Z9uYODu7LxOFwVXzWJ45m88aLW3jg99NqeHXLQoV0FAo/DBudwCtLF/PAY1P51WNTeWXpYkaM7UJOVjEnjub4ZtrYXaz56litQxuhYRaiYyMq8uCDg0386aWrGT2hq3dh14PZbKBjVCiz5jX+om1tSNqboRfmx+lws2XdyYAd5+cPTKRn3yjMZgPBISZMZgP9BkXz07vr15y9PtjKHGzblOqTZut0uDm0P5OCfGuT2RII1AhfoagGo8ngI8KVl1viV37A6XBhszkJDqnfVF8Iwb0PTyJpbwbrvjlOaYmdUeO6MmlG74CESgKB3eb00SUqx+mnCrc+hIaZeezPszh7Jp+szCLi4tsREx8RsP3XhuIiu+7FDcBgNFBwwUq79sFNalNDUA5foagjcQnt/Dq2kDBzgx2zEIIhI+IrKnNbGv0Hx/itNRg8omFtBfWI79Ke+C7tA77f2tA+MhijSdPN2HK73HSOadyWhIFGhXQUijoS0S6I8ZN7+uScmy0GFt4wrMU2VQkUe3ec8StGd9U1+vUJrRWDQdOVqTZbDMycO6DFzLpqi3L4CkU9+OndY7ni6v4VjazD21m44dZRTJ3VPA3Pm5K1Xx3TbdxtMhtIO9m0uvhNwcy5A7jh1lG0ax+EEBAWbuFH1w9t1ubt9UWFdBSKemAwaPz45hEs+skwbDYnQcGmS35kX06ZH60ft0tirUN3rdaCEIKps/oydVZfnA4XBqPWaj9rNcJXKBqAZtAIDjG3WgdQH4aOjNctEjMYBIOGxDaDRU2H0WRo1Z+1cvgKhaJOzF2cSHCIuYrTN1sMDBuTQLeekc1omaImVEhHoVDUiciOIfzppav5YnkS+3adJTjEzIwr+zJpeu+aX6xoVoSsTgu1GRk1apTctWtXc5uhUCgaiNXqYN3Xx9i2ORWjUWPKzD5MnNarSnGZInAIIXZLKXXLndUIX6FQNBplVgdPPvQVuTklFYVqZ08XsHPraR78w7RGa9at0EddYhUKRaOxYXUyeZWcPXi0eI4fyebwgcxmtKxtohy+QqFoNHZ+l6ZbpWorc7JnR3ozWNS2UQ5foVA0GpYg/Q5YmiYIClIR5aZGOXyFQtFoTJnZV7cTltGoMWFyD8DTu7alJo9caqhLrEKhaDRGT+jK3h1n2LXtNA67C00TaAaN+dcOISTUzEt/3sD+3elICYOHxXLjHWOqdBRTBBaVlqlQKBqdkydy2bP9DEaTgXETu9OuQxCP3PM5RYVluL3tA4SAkFAzz7w6n4h2Qc1rcCtGpWUqFIpmpWefKHr2iaq4v/rLo1itjgpnDyClp4nM+m+OM//aIc1g5aWPiuErFIom59ihrCotEstx2F0cO5TVDBa1DZTDVygUTU7nmHAMRl/3o2mCTjFhzWBR20A5fIVC0eRMmdkHg06VrdGoMePK/s1gUdtAOXyFQtHkdI4J596HJxEcYiI42ERwiAlLkJHb759Al+4dmtu8Sxa1aKtQKJqFYaMTeGXpYo4fyUZK6DOgs0/bSEVgUQ5foVA0G0aTgYGXeNOUloQK6SgUCkUbQTl8hUKhaCMoh69QKBRtBOXwFQqFoo2gHL5CoVC0EZTDVygUijZCi1XLFELkAGm13DwKyG1EcwKBsjEwtAYboXXYqWwMDC3Nxm5Syk56T7RYh18XhBC7/MmBthSUjYGhNdgIrcNOZWNgaA02lqNCOgqFQtFGUA5foVAo2giXisN/s7kNqAXKxsDQGmyE1mGnsjEwtAYbgUskhq9QKBSKmrlURvgKhUKhqIFW6fCFEIuFEIeEEG4hhN/VcSFEqhAiSQixTwjRpB3R62DjbCHEMSFEshDi0Sa2MVIIsVoIccL7X1eIXAjh8p7DfUKIFU1kW7XnRQhhEUJ84H1+uxCie1PYVUcbfyqEyKl07m5vBhvfEUJkCyEO+nleCCFe9r6HA0KIES3QxilCiIJK5/HxZrCxixBivRDiiPd3/UudbZr9XNaIlLLV/QEDgH7ABmBUNdulAlEt1UbAAKQAPQEzsB8Y2IQ2Pgc86r39KPCsn+2Km/jc1XhegHuA1723rwM+aIE2/hR4pTm+f5VsmASMAA76ef5K4GtAAOOA7S3QxinAF818HmOBEd7b4cBxnc+72c9lTX+tcoQvpTwipTzW3HZURy1tHAMkSylPSintwPvA/Ma3roL5wFLv7aXAgiY8dnXU5rxUtn05MF0I4dszr3ltbHaklJuA89VsMh9YJj1sA9oLIZpUoL4WNjY7UspMKeUe7+0i4AgQf9FmzX4ua6JVOvw6IIFvhRC7hRB3NrcxOsQDZyrdT8f3S9SYREspM8HzhQY6+9kuSAixSwixTQjRFBeF2pyXim2klE6gAOjYBLb5HN+Lv89uoXd6v1wI0aVpTKsTzf0drC3jhRD7hRBfCyEGNach3vDhcGD7RU+1+HPZYjteCSHWADE6Tz0mpfy8lru5TEqZIYToDKwWQhz1jiZaio16I9KApk1VZ2MddtPVex57AuuEEElSypTAWKhLbc5Lo5+7GqjN8VcC70kpbUKIu/DMSKY1umV1o7nPY23Yg0cuoFgIcSXwGdCnOQwRQoQBHwO/klIWXvy0zkta1LlssQ5fSjkjAPvI8P7PFkJ8imcaHjCHHwAb04HKo74EIKOB+6xCdTYKIbKEELFSykzv1DPbzz7Kz+NJIcQGPKObxnT4tTkv5dukCyGMQDuaNixQo41SyrxKd/8FPNsEdtWVRv8ONpTKjlVK+ZUQ4jUhRJSUskn1a4QQJjzO/r9Syk90Nmnx5/KSDekIIUKFEOHlt4GZgG4WQDOyE+gjhOghhDDjWXxskiwYLyuAW7y3bwF8ZiVCiA5CCIv3dhRwGXC4ke2qzXmpbPsiYJ30rpw1ETXaeFH8dh6euG9LYwVwszfDZBxQUB7maykIIWLK12eEEGPw+K286l8VcBsE8DZwREr5gp/NWvy5bPZV4/r8AdfguZragCxglffxOOAr7+2eeDIn9gOH8IRZWpSN8oeV/eN4RsxNbWNHYC1wwvs/0vv4KOAt7+0JQJL3PCYBtzWRbT7nBVgCzPPeDgI+ApKBHUDPZvge1mTjX7zfvf3AeqB/M9j4HpAJOLzfx9uAu4C7vM8L4FXve0iimqy3ZrTxvkrncRswoRlsnIgnPHMA2Of9u7Klncua/lSlrUKhULQRLtmQjkKhUCiqohy+QqFQtBGUw1coFIo2gnL4CoVC0UZQDl+hUCjaCMrhKxQKRRtBOXyFQqFoIyiHr1AoFG2E/wfQah+gdkmo2wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据集\n",
    "noisy_circles, noisy_moons, blobs, gaussian_quantiles, no_structure = load_extra_datasets()\n",
    "\n",
    "datasets = {\"noisy_circles\": noisy_circles,\n",
    "            \"noisy_moons\": noisy_moons,\n",
    "            \"blobs\": blobs,\n",
    "            \"gaussian_quantiles\": gaussian_quantiles}\n",
    "\n",
    "dataset = \"noisy_moons\"\n",
    "\n",
    "X, Y = datasets[dataset]\n",
    "X, Y = X.T, Y.reshape(1, Y.shape[0])\n",
    "\n",
    "if dataset == \"blobs\":\n",
    "    Y = Y % 2\n",
    "\n",
    "# plt.scatter(X[0, :], X[1, :], c=Y, s=40, cmap=plt.cm.Spectral)\n",
    "\n",
    "# 上一语句如出现问题请使用下面的语句：\n",
    "plt.scatter(X[0, :], X[1, :], c=np.squeeze(Y), s=40, cmap=plt.cm.Spectral)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
